{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Global Forecasting System - Meteorological forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "import xarray\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from mikeio import Dfs2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try to download todays forecast from the OpenDAP server."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "now = datetime.now()\n",
    "\n",
    "forecast = datetime(now.year,now.month,now.day)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dtstr = forecast.strftime(\"%Y%m%d\")\n",
    "hour = \"00\" # valid options are 00,06,12,18\n",
    "url = f\"https://nomads.ncep.noaa.gov:9090/dods/gfs_0p25/gfs{dtstr}/gfs_0p25_{hour}z\"\n",
    "ds = xarray.open_dataset(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(numpy.datetime64('2020-03-30T00:00:00.000000000'),\n",
       " numpy.datetime64('2020-04-09T00:00:00.000000000'))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.time.values[0],ds.time.values[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.timedelta64(10,'D')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ds.time.values[-1]- ds.time.values[0]).astype('timedelta64[D]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The forecast contains data for the coming 10 days."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Running a Mike 21 HD model, needs at least three variables of meteorlogical forcing\n",
    "* Mean Sea Level Pressure\n",
    "* U 10m\n",
    "* V 10m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;msletmsl&#x27; (time: 81, lat: 721, lon: 1440)&gt;\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-30 2020-03-30T03:00:00 ... 2020-04-09\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** mean sea level mslp (eta model reduction) [pa] </pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'msletmsl' (time: 81, lat: 721, lon: 1440)>\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-30 2020-03-30T03:00:00 ... 2020-04-09\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** mean sea level mslp (eta model reduction) [pa] "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.msletmsl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;ugrd10m&#x27; (time: 81, lat: 721, lon: 1440)&gt;\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-30 2020-03-30T03:00:00 ... 2020-04-09\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground u-component of wind [m/s] </pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'ugrd10m' (time: 81, lat: 721, lon: 1440)>\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-30 2020-03-30T03:00:00 ... 2020-04-09\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground u-component of wind [m/s] "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.ugrd10m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;vgrd10m&#x27; (time: 81, lat: 721, lon: 1440)&gt;\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-30 2020-03-30T03:00:00 ... 2020-04-09\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground v-component of wind [m/s] </pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'vgrd10m' (time: 81, lat: 721, lon: 1440)>\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-30 2020-03-30T03:00:00 ... 2020-04-09\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground v-component of wind [m/s] "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.vgrd10m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x22bf8ede548>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vvw34rICN7yz0aDSUp0nsSI5pjVq74tmk8cnqNABGQ2ISSQq4xxSLDQNMWitVz19OsMGgq29pacfm9NDYag7lJHj0l7Ve23oIqxcia5edcYxmPw2oNBTq1fHd/envb93TaS3nvjQ5lWZ5/xld9zxOs6Sb8Sa9qj2w6INHNBYf+h5BRFDlKwk8HEHzkDFAIrpEMdQYJEYqDNYWmOgJRtfbUCH1EnyJn1ykSj9bHkpkcdTmNaVaqJFWL7E3v8Rg6xzFlfcipkaqGdGMKG3BnblHBMaZwYdIHSLOCKWPeMnIsrwNMc3chIXX53roI6MsgWeMlF7/qhCpU1hWBAbWMMpyhllBFko99/59FPPQSkoaj3cjJ+XRApa+iOleZu8xYbm6/rRYdvDqvYSANNrXWA2L2YzocqLNwRWQDYgpF9MPtbSH71fj0Vn1TkCqudbciCEku6vPRqu8vizNnkAVtw9dLqdZFqPWdjT5jraWpFXo6rE4q+dQBw1LONtY2av1FSJCAdQh7S+BWG6lXVYFDfHF5txCx9/Ry1CwaRaeFjLrii+7lafVd8Dqve0n0/tA0L9bfVrwvSjB3f7pJdtXvZQG8BuPJMYORGL6bogQEng0oa9G+p5J4wmEzns5waTqh2pi6AClGXuKNxIQQvqtciuYeonUS6SctYrVTy6mZ9kClkocy+TuWok4EymqefsumHROMYWEEYM9uo6Mz3NQG16eCz5u4UPkXdsD3PQWfusSEjzsPomEGrM8Al8TRntIqMn9kkvjgXoedWRvYBlmBlPOkBgI2VgJNOWM0g3JrWFgo0YFBEwCRTX2BGciuZU29DYwEamXlG6oz7nJsUWBdUuol1CXKapx+nPwRmQTCjtdHh1gSbmQ/ksdbd7lXEJNXBwTpofEOllZxhKmh4TZkQKJsRB8CyySD8DlSDHADMZgDKYYIi4D4/CjPeJwR0GiOWZSCrZhqBlLsFnraUTAZiNCjGT1UnVvDLjkVQHkNiNkyaKMq6DTelasekOl76i1Qyfk5RHzbItZFRhlhhgjCx+pfWwZXj4m9pdILxSiSjBvFL6xbXK2DpF5FcittCE+n9ybJrN1Glh0noVKs20VOlLAKT9n2qbzTpqQzXq+Y33/DZg04/vMvYZs0WzrU4LZmi5PsmLTtjfcJ6fUIL5OHjCYFQqw1zBR4430GFltiCn93g1CCRCtW/FgJNa6zOZp+3rlVPRL54Gbfhg3VZBG4/DbVzAJWKJxuDsvItWSMNojz4fkgNQl+Kp9jr3J2t/PmhRaEkMQy806Z0csO7ZkN58iXs9rEQvM+DymWmDmd5FyiinnxHJOnE8VuIsBMpgQhjucm1yktAWl1/yJzUbqGVVzTLrWoprqdceAZKP2HTsMGQOjYJ85g/VLvOh9WgQBM2hfDP0vgi0wxiGuIDa/0UOQxrPayEl5dIAF9OELdRt+wFi16KxTZXD+KviSMNghf+WTxHyMLaf47SvEYowsp9T/6h+TPfM+uPAUZn5ALBfJykPBp6mViQE7vQ2zfcJwhzDaIxqnnlGoidlQxwUPNmtpuoJauDbWrdKWUBN91XlYocZW8zZmLTajDqvgIkBmurqIAV6PJUJFzm3GhFJBoPE8dgpLHSKHy6R8YqQKGsZTi9yciKFTBw0JGkduLK4oKJOlW4dIML0QWrvRKcqfk8BYJQ+rPqU4spEGmGwKgzUeg5UOMPrMocbz6G/bMdx0vDGm9T6cW/M0g9fwTs8SXTFY+kp+LSnc5vgaj6ROv2cfUJpnQtLF0AeUnheTjCJCveLhnJlDFENMzzlAHO7o/zZn4SOFMVQXnkWCp8LgjGCqBTEf63NbTpFyinUDjM2oMMyrwMg5xJd4Yzg/cpQ+MidjMNxTD6aaM3zlM/iD29itXWQ4JlYlIRlvMXgIgbCYItNDxFzH1M9RBI/d2iWefxq/dUnvsc0UsIMCN9mwY87VSzCWcWZWEvwlGWUdurBx+j30uYutceGMobA5Euan3783IAosG2Q5TR4dYOllvFtWSHTgS0QM9d7TSFKa0Viqx96HLI+Jg2dwt19EDq9pzuQ9HyVuXcBvXSYMdzCLIwi1AlPafyuNxTjbVxDqhSqidSmEliNZgU2fo81Uq6akrqmXCiAN1bk5d0DqBfgS4wZkCdCaJKR6EbZNyFqbqTL3FXl9xHkxRJeBGCpxbcI8I3BuqABT+S4m72NEjCjlOqoykVoBJorBBKVyGzGYYkLIR2RGej3GuuRwo9xbxo4vO0RoEsT9mHeeE1LXBIBlHagCJzyNfj5IiQCn5z1aNlbohaDSuUsMRAxEWuu4UV5N+DQa1/3OIisJ7cYQaBVen93VgEpj3DTPSMN86D8/a+ykJg8IgMu7Meug0qdQNeGwxAqTumyff3t0A8mGhPF5Cqc5FFNOqfMJg8PXiFnBLN/FiZDVS6gW6p2HmtIWhAjDzGjuxJcUYYpUS8xwR0NsDQjaHLn0Nty5x5B6SayWiLX6TAT1Y0NdQV3pMx66+pMwPYL587jxq8Tti4TRXuulSQzgUwlBDMRsAL7GZQPIJ8koiZRBjaLc6LPRPBPrHn0TAs6zEfasQuo3IBuP5XR5S4FFRN4N/P3eorcDfw7YBf4j4GZa/kMxxv/znjuLvcSkV3aJ+GmrwPJXPkmsK+qnP6Qx6OWxPrzVHL/zmL7kocZMb4MYzOJQw2LGYXzZhjXimjIACFJwap1Bc17lXBVHAyAJdHTjGqkWur+ewlphqMWAVKwcQ9AQh01j23BcD6AkxczztF0TdpNqgQPy4S7eDZhWgZi8kMy4NiHb7sdXKyFGWy+xxzcV3IqxemdiiE0CurHeA511DrQ1BwmoW+Val9h60cb0RzEQbUZl8pVanQY8WiacdMqjqy1KlfYpSdt6SOu/W6Ok+55GupfN92gcKwG8lXxIet7WvZQeA2yFytt40evPSGMINQBB8pAar9EY8KEt8I1t7q8XZvN1d4zmGusFbn4Ad75ELBdIPiDmY2S0q0PzMUMqiMkQGu4wj5aBFYpyShTDcRgAOeOioIowtYFlFSmygnFmyOjllRpDJBlvUi3VMAoeSd4LwROrCpLBIglAY1Uid69hD28qwAx2iPkIn42wrlDAMg4y/V0bjG5yRE0FvDVC0XrQ6TadaOHv9b14CCLyOnqFfZXJWwosMcbPAR8EEBELvAr8I+DfA/5KjPEvv46dtdZ+Z01l3XKbIcZiZvvE9ED78XlMNVdrzWj4IQx2ugr+ngXbhKnE1ydqBdQKTtIkO5OCXwEk6SmORrnZHEwT8kj7a5SszQGjL2y/5qDPIEqAKA0ZqfVmDLhBq+Taimwg5qP2ONn8LnvpxY3DHUITwotrlnda1mfcGV9CNesorTYn5sNufLLeYwOiTePDPhuqoXs3Sdle3YRNyNEQF/pZeiURpNvRJPPTZx8bxptFjF2p2G7uoTT/+NOUfS80FWoF7RhTDLJJwHdV3+31hNVOg31jAl+1Obx2ffpNmlZE4jW3IvUCqcvV5ySFunSg6QwTE5RS2ywPNXjbXWs+hLHpfgMxxCxHUu5Eohpj9u6X2bKW+txVQj4GYBJqpJxSu12swDnmhNGY/WXg1qwmM4KzjoHNsG6IHQgmeiUO+FINqub/xhN3FcK4JcfEEJCs6AySZcrPJC8/jPa4FieMjWFsIiF56TFGtnLDcaVtg6IHCZBbDRHbULX3vB/KlGreFlK/WdnkWM6Wr6RQ2LcBL8QYvyRvNG6ZLD+17jqLNIpRq6dcIEefRYwhXP0wMy9k2ZgsG2LKlCzMBr04diAU4y680R7nFK+iefHTS9+BQEp+JwVXJSVZOF3f0C0B7OyOxqMnF5ByqsqjCcOtg0rP2sd0YZquSroJlWRJ+bnOkk7KTuqlMt2aMFQMmMWBHs+l2p3YK/Bbt+rpAWYMamWXnFDUJyifPW9BL9wQ3aDzMpLHEhPZIab8FOlzv29Z+5P0PRsiXttoaoJdBMSuVMG3YUdj9VYCtF6CW1HE4quuD10DKmJ0fOO9hJomcbOSK0nhP1X6ntNyJe3+07Mj1YIw2MYsj9W6DjVic6IrkrHSGU1tssjYtM8iFeZKz1MMba6vPWY1J2ZDzbcIyGBL8zK+UmOr+b2Nw5XHRJtR5xNeOixxqQZl4SO+Dhyh35XuKwyzIXlzPjFAPiQ2Bp9T7ya6QpU8EKslcTknLmaaXHdqBIbZEWE+5VLwyO/4fn0PncWJMK0Cy2XQ8Fe6pobV50Mks47couHmap50wKLz7h6CyKZA8kz5SgKW3wf83d73PyYifxD4OPAnYoz79968F9bwKY5fL4khQF0SvCeWi5YRZr7wcXZ2L3H73LspjVDkW1on4ZdqWRsHdYkfnWNZBwpn2joBZ6SlmTaN9OZVaBPSJp0OQJWcH2s8yzpSOGFgpaVYGlcg86leQUqk1hjMsNDwkHFg6pYqGU2+QkFtQCy6AvEVU/K2OrktQhSLF92mz3qKmUF6jLZGMdW20AT58S0Ev6IEgVVQWVmxGg6MWYFUy25dv7dTYwQkGnfr9YkhuELvjRhtWZUS9UYS+yzG1lq0beijy+800qcIN32qGkpzP0TSenQhrBQfNuGsBrD7Iao2VNUoqub6+iGwPpisJ//b70G9lOZ+upxQTIjZkGAzpB7pPbJ5CjHNkycL0RWtoeIDWFFPpVKiHi7lojIJmutKgBHdgJCPCWLJy2NCNiQWYw0hg/5mfU83fXZ1xbua3y0r1GCyOWG0x1QGzKrAwkesibiswNZL4mCLmMLBVDNwBimn+BsvIy7DDNU7iuVCv4/Pw3Bb8591hVQlsfSEn/ox4nJB9s3fx3JymT1bM7eZFkyi4GLoQqKLOoJzZM4h8xl22bHMTg1Zv0HZeCyny1cEsIhIDvzbwJ9Oi/468BdQ9fwXgP8W+PdP2e4HgB8AePqxy8jda+26aCxxuegGN8lWY5VGbAwsp+zIkuiG1BFV5MlKa9xlCR5rDDEqpbdJFnaUVVVyt+e+ZUs1uq30oVVko8xweezwITKMZRdaK6edxV/NETHkeqK9a3FQ5MREXW6sbvElwRUcLD0TDNiClPZtQbDfPsaKAl9mBFul62s8ulAjy6kSGJqwDayCShNqYS1nkbymYPOVbaScp9qJTJVa402ml1sV2qQNG0ZjW8AO6fiOFBJDWNbhRMFp8zs0Xl+zugXQ2IS9lGjQTtaVlH2bJ1mXxiuEFfbeCTGms4JFOX8S6i4Mu+btST901vyOKbktMYW1fKnhoMUxce8J6p3HtWuCGGI+xptM71HT9YEmcd21UykD7fPojDBwBdYNWkq6iFLioysws/0uJ9e/9n74VgzkTkGiH3oDzPyASV4yGu5wWIa2OLgutpVGPD/QfWQjzPyAMJ9i8gFSJDq/y2A+VaNvqV5MmE8JR/vEEMiefBZ/dBfz1HsIL3yC4u0fViamZGznlkUdWo/Wp987M3rdyiZziYBSK2jWazVtb1AaduJGTspXBLAAvxv4pRjjdYDmfwAR+Z+Bf3LaRjHGHwF+BOCj739PDPOpWoD9OLbLiHWFyQdqARnbJjPFGLJrzxO2LmGK8aoySUrQLA7Ihns0KsugL2wdIguvXsitWdl29c2sITNdlfgkdxROODewVD4yspFIhk8vecPM6tNl07WtzLsigIkgXuPLuVUgOVz6Nr3cMGGM6EtVJxCsQtdRODNJ4doUIisXWptRl5rbSaAaeyytfnGfsnW8ejIibT4q2KFuD+pRtQrVtVa/9JSShuNM2jbRqZv6A0jeVvI66OpN+sCeWwWUpvi0DrErdEwebFeR3ilZ46vWu2gVfsOA63kcK7myPsD27gewQvNtt4MTjLEWVPphQCDmw8ToAr99RXMUd16C0S6yOMLFVzjYeoqJgUocDi0EtKnzQ2xCqUAGVF4/F+lH73cqyEONlFqga45vYRZHSL0gugExK7pn3+a98BorYbWY8pYr01T4GjPfx2W7+AiLOpBZwTVKXKT1mGT7goLo4pj62ktIlhGmR0g+wKDei7/5KotXXmb83X+UuDyCx99LrEvk2Y8QhrtgLANjWsOpYRE2HqxrE2/pt3SFejXrYe03IcImeX+WfKUAy/fTC4OJyGMxxtfS1+AULHIAACAASURBVO8GPn3fPRiDPf+4FmWleC3QWocxeJquxRhDWEyJdYndu4Tsv4rLB/jJRX1hUgJb6mVK/KslPnYF3mVMU9Z4vtD/H98qtGgw0lqEzfNWWNM2SBxmhttzn7771gvqW5FA29W1Cas1fZXmdWTo9KVZ1FpcNrA6S+Ldhe8pZFWumsdRBd3OCima08kgxeZd54XkY2XuFJPefe3mxJB6qR7H4m6XfC0XyGCMmd3V++ay1qptFHL76vXyOzEfaRglG6Q6lg5Mm0620ypgRbTPWQJZH3T2x3GmoOIjHJU+WeW6TIIHDBWGMv1W/bBZcy4rxYzrCrQBFGg7LESSNycJplJ4qs3j6QOnnkqfMQaJBbcKKM3xJNR6b/Mh7uYLIKJhRF8TxheQesn27DpxsIXLHVIvMYtDzYPlYwKOWbrOwgplem6WwHEZ2ClM251hYK2y7oyj2nkCdsCVx5TZWAsi6yXTmKVOwms9xHpU8SZs2YYQ0/Mw8ccaojM5WaxTiLakacMvvqS++Sr+5qt6j6eHVMdTTOb0b7yNOAWa137u0zzzsYsYpzU9s/FlhuUB0WbKVLQZi0pbuzSea2MAWiN4HzHikHwLl4eUUyw0h/QQZJO8P1vecmARkRHwu4A/0lv8l0Tkg+hT8uLaulMlSgpXNKykHlNHzIBYd5RhMRYZ5BA84eiuFnWVC+xsn1CMMYsDtdhS4lzmB/pScIRkBTtAdAPMuMCKttEofUwMFU3IT8vArVnJ23YHXUuUWd0W+lWh8YD0yawImNQk0hntz5WZztIEVix0HyN16vvSp+RmRqvifaTNDQm0CW8foaojtbHkLsPYTMMFtpfUbyzLct6Fa1pKrCOcfxtNAl7qhd6f1C5kNZmfan+MU9BJBZwNKw9pWq3T1iTkRoHStQzlSOm7GLo20+zCPoUB3+t660PEJWVdBcu00qY5o8x000Y1CrLfnDD4xN6qEeMI0vXfInRepYhp8vUp+d+8QmXXa2ctfLjCrut5fjHlKpo8lFRLQipslOUU8SXm5heIO5eV1VjOIBt2ealKPUybOUaZ4WDp8SGyM9ArLb0aEVUKi6VWWxy7bQZNGCt68CUuH7fe59h45tFSBohejR5ncqxL7WL6oGkcSDLe3IBjcooE+C4RH3RMjZkfUF9/CX/zVdwTz1Jffxmzd4mMGylpn56LBOTv+i/+c8LBl4nFGHt0kyHgR+fa1i4SfFso6YO+E2UV03sTWkOisInIkg27cONDkk0o7HR5y4ElxjgDzq8t+9jr3lGy8qgFyU7SPyXLlENvDGKTBeqNFm7VJRhLOLqjLToAXGhfNNMAS2OtVdp3qHr8G1iEyOf3S3yAzGrn1teOVVFcHudcHDn+h599iY88tUtmhBvTkqu7QzIrjDI9j2YOEWsiEhWkBlaTsJkRsqQwbWrWZ42CTNOWxQFYackDy1r7eZURFt6TW2lbjjsjbT+yECM2Bg2L1Vp3ELMhodjSJPFokOiiMw17JHZTy37zGg4Jw52WHguJBSaGZo7g1qpPzC9CAAnt+MZriwmUC2coU1JWRE6EOwpnNCltBFMeM7YZUXKknHEQCzIjbPk542yILbRaPLOiZRBNZ4G61ER9Xa6ytqBVPE2OYpkAPLeCF0NurXYpaJgB0JIPxNetRyMpJBiNS22FQgcwzXNZl/iJeiWxGKPMvCP8zhWknGPMPlItiW6A+KUynGymoBI85ug62d7TOOO4nHtkccS1xS5DZ9hmwcQZSluQGfVeAjDJVBk7I2qQFVva/j4V0proGRghIJRejSWJvX5wYvTaoEvup7qkSQZSJYq2T4aEzfUd8hXicuzlp/X/nfOEo31kvI1xGXEx1XqbumL22nVk+Bz20ju6kGOxRXbnS4Txea05mx8wMpahdUQ34JABy1q7TTS/l5Cab4agrWts1hWgvkkR6cKMG1mVtxxYHqZEN0jV7toXqC2A6ydOm+K/EBCX8hLzKfbcFc3HGKcWu1PWi5TTrmq4LonLhYbRqopLr/wdjn/1czz5Db+D6gPfwcHSs79QMJtVnqPS85Ofv8Pju0M+f3vK49sDtgvHrPKYWjhaegbOMMosRoTjsubKVp7moYgMk4npQ2xflv4UuFGEqo6MM6NAkqzLnULDciMn1IkJ1VYq+8jISQdE4hTYHEgVkHJKHLg2bAEQBtvd/Wti9FkBxmCWWoQaRnttbzaygdJLa2Ux4T1mfth11HWF1tKIQWzONoFDGWBMLzaerjVEjWMPM8PtWc2tec04swQie4Vlq5iwrAM2QpYN2UY4WHo+vxiQVzB0naKBPuiZjkyQqKiIQaoZvpho+MtH5nVo+6tpKxFhVjWhtawNF2UpPIMpU11R2dGYQe+NNIWhSTn7Ejy4u69oD7vju5jBGLNzHjm8QVzOCeUCc/Fp3YkvsYevEYotzPJIf4dqibt7DRmM21Du4+GA+txVCEopzxPleZgZFqbANMSGxFiTckq2nGK2rzCr1SNe+MBuhrZCaXqGhYbKHldzRwmcxVcKgoOtNqd24B27cYosp8Rygbl8Ff/qrxLrEjPZxV58Qq/z8A719JD8yWcJ0yNmP/Nx9r77DxNCjbn1MgdPfASLMNh5HHN8S+uljMXc/hL+9mswn7IVArt7FzEXnsTvPo43u9jlccfmiwHKuqunetMiyCYWdqo8UsCioZjE37ehfcGDLbrEqStaC1VCrfHc808Q64owuaitWUJAlsfgCsJcXwjQEFpLDAgeyQdsfc37qV58nmt/78d52x//k1wSQ33haV6YaXJ+Ox9zbmg5WHhe2F8wyiznR46hM+wUlv2FxyS21nZh1TpfodFCkSkhwCeabeljm6DPjCZKy9SyQgSWpc5XMa5LnCuIid+fZ8pumyWrrmky6CVTtllzT2JX2Nj/TAzarXa40xa+hWKsFd3lVAtM81HbbyvaHMlHMEat7Hqp7XOWxxpGEwODLfxgm0GITFODSwGsFZY+tqHGuwtP4QyZMdyeVyzrwPHSUYUl77s41ILJCOM455wBGRYtycIaEKTzHpqckiuUrLA4bBPy9e5TeDcghKhhNtPQkwGkLb7UbyqVjyyi4GPGwOXk1uDKY6XMhg6QsfkKEaBf/ChZjric+uaryNFd7N5FpNCwbjy4ga0XqbN2hj2+tUI8iFUFTDHlAhlMiGLIv/wr1Oev6m+TOh3HbMAAiKbo8joNlXqgYDUc7rYe89TDKBOOy8BWpqoiApK8TUnMwrYIGQj5WIE5gjc5ORFzcJu4r4zN+jM/R/a1vx0ObhAuvxOZ7WOMIRzeIXvyHVTPfhPu9he48OH3svxX/4wbH3+Ox37Xt7DrMsJgizA+j3z5c/jrLyEuoz6+S3n7NqGsCd7jhl8kv/gidu8S2WiL8PaP6DudD7uC3YcFLMKJqbTf0G5EngL+V+AKGun9kRjjXxWRc2hnkqtoSuD77l928ZUhjxSwNPF9LXbT+G/MuxeiCec0IS1fXEhWpoWbn8EsjojTQ2S83cZ5JcsJsyOoK/x8Svb4VXyvMSWA2bvElW/6IHf/6d9lfvMu21cf45m9PWJVMfi630bYusSonHHuk/+CWC4o3vNRTZIHz8XFDBmMFNiO7uK+5hu5s3WV0mu+oe1aIcr4iSIMm/krUihsWgWOloGLI9suL6tAXuQsl4FzriYPHjPbx29fIbOpEDGBZEPLBZJ1V7VA0vzftOxoE9puwDzfUcW/PCBmI2X+xNglwMUgi0NiNiAUE9z8gOrSuzCLQ1V2MWBv/BpmcgGbjymsI8gOUi8J2YBQ62RRR6Ve/1ZueMdWpDLaFn1aRb58VHLtuGanMIwyQ8mQjMBeqEE8B7GgcEaT0HXddTVwAyqTq2IQA6M9ACqT68RoyTMbFVsM0DYiTZK4IQ20TLug+TtvMq34rhYaIpxcbK+z6XnVdnOwOcHmWoALxGxEdvPz8Lav1YaoB9eIt19Vj2W0lYwbZTO2TKfkOUsx0LYo7e9XKhNyfoDPx5jpbc0vVIuOWh0DIRUGh3ycvDf9/axAGbQ2S9BQYNbkJ8VQGKcJ8CZf1GtLZA9v4O58iZiPmV96d7rvJWQZfv8m2dvfr3PAvP0b2/fQ1kvCfMrBz/0M7mu+HXaeYeebvpMwPs/j3270fs73efm//2HEGpb7RyzuzskGjnx7iC9TR+S9LfKtEdV0jn31y5jckb/2ItmHf2fKAzrtLPGQ6lhEwOT2/gPvLzVaq/dLIrIFfEJE/gXwh4GfijH+sIj8IPCDwH/5MA746y2PDrCIaavmY+jorQSv1nKo20Z2eKMvbzlTq8vmmO1z1OeeBl9jp7eJRpWPZAVy7iktEJvepnrxeWJdKSXySNlRZmuP/O3vY/Ch80xefJ47v/hxxkB2/gKzX/wpxBj8okSsoXj2awizQ+zeJeL0EDPR3k08/bXkxzepX/4sO8tPItZiz18hXHx7q+Cb+LpZHpGlepBQbDHeukyMsL/0GARnNHx0XAWGznAcM7b8nLB1STsyj88TxEJsmG9aoCnVQhsBNi1IGsVRztrQVcyGeJNR+kAIEWtFrX7ftCBZtjTUkA2QMNGWOUA1uaSKNyWuTTUjTI8wNiNmQ2WT1UsOY05cKuhNcsNhGahD5IsHJUNnmOSBzAjnB4YYMw6WgeMqIKLMsMMKtjOHxMj5/c/jd5/QfFrqdi3lDL99hWUVgMi00jzMhaHFoYrUGgf5Fnm9RBL1ujCkVii5hpNik3PKNSzpI4tgMcbq3CDJaPFuhG0bi5at9wZgltOUM1kSBls6ppwTxucw1mLrCpZTwsFtHT/eQkY7mhMbjMFVmqfIB0TvkdldyAca1hWDObqR9jlFQk0otlomoM9GSCrInVeRZa3MwiZ/J6JhxTqAs5oUH1tS/LjuGrQ2eSqXwXgXn43AZkTg1qzmKafeGE6fi/L8s9yZ10zyjMHkouaKhmPqecmu8ZTiONh+G3s3Ps3y+V8kLudU5YKLH3on137u0yzuzlkeLqmOS4IPDPbG2EGBG+REH5i9dgc7yIkhkO8fsTMY4d79UaiW2jH5oekceSgeS2LAvpY+H4nI88ATwHcB35KG/U3gp9kAy1sgvky9txzRuRXmSmi8GZMAJtEnY+qLVO883tYyhOFOD5g65lAY7pA98z7i/IjoPfb4LssXPoO/qWU3cv0lqlvX2fvQ1+mLXS60EGw4RvI5ZrxNXC4wW7vE+RRJc71IMaK2GWG0h91b4m++ihlt4W9fw3/hOcxoS5lrTq2+ulwopTqF6GbXbvPkv/MxPjd8B4NEw40xMrDSMoHCYAcz329rcyQbdeEU41IPtaLrk5YYT9rC3bWtYKJxbegNlLDQTBPQVIWbVPRpl8dtYVqMYCvtNhCLCWZ6m1BsEZ/5MMduwqg+bkkUdRXbibqOSwWRg2VHxJglGvLhUqe0zRPlOsbIwSLgrDDzwiTU2mDUl/jhOXyMFHGuDQ5DZOg0ia1TB8CdhefSSF+JpqA02iwxqoQyAJITE9nAGWWaLX1s8y9Nu55FgIHNMNWcecwYpbxIzEfI/KALyfUYadHmKeyojUrrnSe0Nb3LsE7BV3yl+a1ynlqXGexOx32J2bBjmy2OdJ6VbIiUU0I+IQy22wLV0gcwA0KajXHhI8elx4gSPYbOkFtDZmJ7D+6WgT1TsSx2GM72FVx8pUDikyEiC2R5zL49x97AQpmIEcZSP/kBrk8rhplhWkXu+MC5yWMMl3PufPZlzoth9OLPk197idlrL1IdzigunEOMpbx7zPbVxwAY7A6JIVDPKxb7U4rtgFjD6OIuoaoJVY1YQ71QenP2zPuINsce3SBMLjw0ldNOCHh/uSAiH+99/5FUh7e6P5GrwIeAnwcuN2UXMcbXROTSmzvb3zh5dIAlJRGb+gKtlk7sr1SHsgwwMBaZHyilOBt1AOLy1Ba/oZ8mb8cNsNPbhP3rhHIBVz+g8fZqCcd3CVXN+KP/BuWvfhJz8QmyS1YtyeBxTzyLGW8Tpof429eQ4VjnoPA+EQIMcfuihgOOb6nVny7H798gzI4w2+eJiynhUC1WXE6cT5Xd5nIwhmw85KX/8a/wru//fRy+61tZem2BDxq+2SpSX7BslABkvNLoUi3ZcRciSNRiKWeQjzpKrbFUqUgxRs3xhEirHKMbqLdSs9LdN2YDsqNrTEeXGFIh5ZTF7tOMrj1H9eJnGI+3kafeSxjucOgti1pJDdYKNin4vcLyxbtLhls5n74x5YNXJgydhvSaa2wYQc2EagcyYlLoDIVueguXafiukKDhKzHKistyYtT52V89VmC1IlweO6ZeqEJgls4j0M0Fs6i7XNckN22tTemVbDHzMCwmjH3V0t/NbL8LydaLtv4lNDmA5PmZ5ZRYLTWnUM40HwVtA1Em56DSZo/90GP7LiQPycwPNCcWaqgXSJlh5/tUF95BjnBc+rbXVoyaLzpYVhiBnSJjnJu2NxioJ+zdAIsaYH7ncc2bpZqvmBW8PHia7cJyxR9j7t5E6oo417oxxDCrIvPac3nsWHpl+40/8K18zZ99hvpnfxxfDBMQGYL3LG/doZrOkVQQdvFD7yK/eInrP/MJqsMpj/32D7SRAzPa0tB18JQ3b7DcPyJUNfWNl3GXniIuZxjzUMJXavw8uMdyK8b40XvvTybAPwD+sxjj4RvumfgVII8QsKQ+Er3mgcFmaQY8rUIfUKeOp4ZYbKnn0tBEU3IzukEqikTpkU333itvx9Yl1af+JSZZiGayy/jf/EMA5OefaENHpEp2YiRai7gB9sJTel7VElJcvQGxCIgFgtF+SdvniIsZZmtP+5ul9jRm5zziMqqD25h8gBlvEaZHZFsjbOZYfPYT2E/+HFvf/2e4OasZZ9pra1kHhs2EY03iPbVvwdUdBbhvfNUloZiszv9iXLLktQjPpxqTYrin1niTCM6GeFLbmF5bkFF9rBZ1PiavptR7T+Ifez/m4FXq7StIqKnTlLW5NSzqwMHS88RWho+B91wY4mPkG5/YaskNB0vPcaleyo1pzbIO/NptDe0ZIzw2KXjX+SGT0VDnSK8VJHYHBXZ5rPmFCOeyQCxc23sL1GtxRjhcei0YtELtI9FobURTi2SlS+Q7I8zroMWvIUIViFhGWUZtcnKbY5bHQPLA0j0ziyN9JIxTxleoiflE2VQ2gyx1pG7YTWISWaVrIKr7s/p8J7ZbMydPyEYdyy8b4fZfwm9dZqsY4EPkqAwsfOBgqYBU+cgL+zM+cHnCslZvZVFHBq5hxxnu2B3wcG7rooZYp3cJt7/M4J1v51PXp3z941uMF1/Q0wP10Ke3OVhusVU49heevYFNVGyPDCa4K08TpkfE5Zx6tmB595jyaEY2GnD+Gz6C5AMOP/WvGf2e7+TJD3+bTtZ3dIPl879I8Z6PaMjQWOJiSn7xEtn2NqFc4G9fw11+G+sdpt+sPCxWmIhkKKj87RjjP0yLrzfF4iLyGHDjoRzsN0AeHWBpbP1QE4stnWI1RMQ4YkTnjqi1uV4Y7LRJ1aZLbbV1hXkdmEg3Fwmp2LIBm5iPcI9dhUvPIPuvEudTQjFOvbISa6qh1CZPQJflLRVXFeuoVbZNCKqZ5VKqOYz2tCV90HMOh3cIwzExNdJ0ezp/ubgMO9rGX3+J7WceI/pA9AFH4NxQq7GbjgAhH2n3ZKtdi001U9rqbL+dk9zMlcJa7zzeWrhNt10BYqgZuALj8razwNhpP6bmemVxoF4etH2ogI4EMD9o6wiiG2BDpVPozvY5yM+xlyu1zUxvMckG2MmYg0ThtpJqEFO3QRHhxlQZYs5oL7GXDubMKs/eUH+HW7OSg2WND5H3XhyzO7AMnYbWDEOqRfJyjEVCKrjsPVU+RJ7IlhzIiHkd2oK4eZ2qvdONmKUcz9Bp3VEVmnoRPe86Ub0rGTCY6NTUeTXV31/MSuK93ntaPWo36Fr3G9O10g+1goTp2uGvdt8O2t071WvZ45uaB3IZppymzwXRFRSvfBI/uUg9eYzt3MIkJ0a9b49NCl45XGpxqcm4mNiMIpDdeoGLdaUFnSI6++r+DRaf/RTjT3+cb/7W30tdP83hlQ+wdetXiXWFPX8Fjm7w0b2cmDtkccBBPMe2bUKBWUuKiSGQbW8zMYbF7QOKPSUwZE8+y973fT3m6LoaMJ/5GcyVp7Hf+F3E6W147B2483M4vq3e/fSQ8gvPqUe9OF4h3bxpEWm9qDe3GxHgR4HnY4z/XW/VPwb+EPDD6f+feNMH+w2SRwdYkgUH4E2WqnGVdiuCNvrz5YpHE0khGzeg9IGxEwi9RomgNEVfQ0gP5OVn4Uu/Qnjnb0mTifUaEEoKOTUvSAwdwDQNClOrekLAHt1oi+Ls9DZ+uAdNrkKMtpPPBkg+xO5d0dDJYoo/uks4uos9/xhhMcVefILR0xp+K1/8LPkrn8SNdhnsPJHmFtfQVQOQUs4I+UTj7mnWPnvnJfzO49hyjr32Ob323SutRR2N02rw5ZSiGFPZCbMqUAVhYHOqAJnNcZmkgrSaCkPhug4GNKyyRDows32tKbA5cbhDlmyDaR3ZygaaK4iRSa4KuvEQmo4Ev/DqEa8dL/naS1vsDSxPbGW8dDBnWnkKZ5nklqUP+PRbPn9zyoVRztM72hOr9JFAxNaSQnta87NTmLYbwNAJ16oBdfBKhCgDzug0z/OeLvcRiJGlV29mXseWLh0lTQ+dpkiYp5DdzI4Y7I6xh9fwoz31mlMCvx6eQxIgCZDFGmya6bHmZFPM1CUZUFAB7ekmqXZrOVPPYLSrORBfYWZ3qc89jdt/hVExRgY7TKvA3WWVeswFCmuY5A5nhFvzmssj/Xy0dZUdU6XpibVYM+zfwA5ypeXffhXZfZyh0ZyQ3bsIxuEnF7CHN6guv5tpcY6xMy25I2YDZLynoaqUu8iGY7KLlzWUNp9SfuE58g9doj73NPbLz2Pf+WHitS9QP/f3iOcfwz3zfiXmWEu89SoyHFN87W+l/vIX8fs3cFeudt7dmxQRsNmbBxbgtwEfA35FRD6Zlv0QCig/LiL/AfAS8O8+jIP9RsgjBCxpOuCUTynTS93SPVMYoJkhslH6IRtSRRjGWnvcG6uJyKbthisQUxH788AnUGkn8kot9oG2uWLD/gG6uTOMJZphO9+J3+pycX5yUSvZRTvYmsVBW/fQJsazAinGmHNPttPqWq8zPFYvfQ67c57Bez7STg3gbr+I7D2JKyZIjDojX6hS2K8AY7FHN9sOsPbwmgJpqvVpqqnbAjMxWkE9dezGwPjyu5mT9Tonq/KvA5TecnEklPkW+WK/JQEo9XWEuIHWTsz28cNd3OE1huPzUFdMjMWnfmWDdv4USRTjwKKOXDRzbs0qQoj89Bdv8/ZzI95/ecK3XN3luAwclp7P355xvKzZHmTa0dkISx/YX9QYEa6MHXcWnjpqC54sdSYYOvU4jMC1qQKKtcL+QrsYnBtql+qL8YCZ1bqP0kcujhzHpadE70fTiaGqu3qceR21n1d6Phc+MhzuULkhuCGOQBBLiNoKv2t1Y7FuTF5MMNVCc2TVopvtM/XT0uctAUy1BEnTAS9TpX4x0tzNfIpkGa7xSpdTyHc4N7RkRvjc7RmVD20B72AgXJ96Lg4hq+dM8pG24xntYY+ua2uk0TZydFeZcAe3sfMD9YyyIfW5t7XkheXWFUKMTJZ3oOrycN10BRHb9KJbzAjNtBLLOXG5YPkLP4lkOYvbtzh66ToxBBa3D3DjIRc+8ALZE89i3/lhzM4F/M1XkKfeiwP8zVeJyxmkWTTfvAjmIXgsMcb/jy6aui7f9qYP8BbIIwMsUis91hcTKh8Z24hZHqWVpg1JhdFe2yb+mBxS+5MiTFN1dBobY5v0B7X222PFQHCD5JUkM7vph9UUvzX9oZqJnqDtHtyyf/JxT3FXWtSZxjVsNU3ypl5S5RyWU6QYI77E79/QkNjWrhbUWQtGWWbUFX73cYiBbP9lwnAHW85S/meJlFPM7K52GJgfEaY6qZK78rTO/TLcAl/quZo0Z0hdatisnGuuZnHEKLWN1x5XCTwzDXsFUiI7eV9+uEvMhpjpHezxTfzWJaLLsce3tPdVvWTuxsrAqgPDoPOtuzsvEY0jN5aX8me4OLIsszHf/Z4xSx/5hVeP+Jkv3uHHP/EKw1zbkuwMM548N2Reeg6XNduFY5RZKq8sswujnC8dlIwy2/ZiO5/Chzdnnq3CcHcRCMS2IPXqTo5b3OVmucXB0jPOtrlsIq8eeY7KmiooSy2zQh5KSnKGmWFZB+a1eitNWMyn/I0R2mml5ymXMZSKCte2kjHA3aVnp9A6pVnl2Mq3GQx2sX6pv+dS6cRtRb8YcEHb8bsMioF6FYd3tJvw7BC/fxMz2tIwUV0x+KbvZfLac5y7/E7e9rjjM8cFi1rB5YX9BU/tFIylwswONE8UgxoaR7e0LUvwyJPPaihuMEIOrhEuPEMcbHPHZ+xOLpBf/xwHexMmuVGGXK9WSl+09L+1WFcoLXr/BuHorpYAlAtipWQAkzsG57fxi5KY+rTNb+wTys/hrr9EdvW9yJPvJnzxU9in34sNvutq/TBEHl6O5VGTRwZYIFnoO48jk4tIteTIbbMVZup1pM68sdhSyqYb6DwmmVGmS7GrFeO9B7yJb4diS72eaq7J3gQabd4kzQ4ZRTAhEGzWLgOILrXEaCyypLDNVJle0Tiwrp3MKRZbEA5UUQx3iE3IY7QHdYm7+4puPxwrALT9zXIkK4jLGeIqzPFNwvi8tmJfHq3M9S2+Tp5JjT+6i905jwxGVC/9Kma8hcsH2rl4mEKDdaUxZV+q51Qv0uehgk4ziVQLlpYQImM6T8/O71IPdmG0lwoul/p7lFPM4ojFzh6DWBNx2p8q1Lj9V9r7ErKCd3/5/8W/87fytz59xCdeusu/9T61fi9uzMmwygAAIABJREFUF/zSl/Z59fqUYugQI9w8WrAzzBnllvkoY5hbzo9yoGSSO3zbeh/2Btqe5dzQ8ukbM5zNOTe0FFa4u/Q8MYSb85pL1mGizrXzhf05l57Z4R3bATy8uNAWMEYMLiuQFP4aimch2t+sDKkpYppeNyAsgjYf3ZaSfZ8xjwaXKL5lmsRr6LTbc0MsKEOkLD0Dm1EMCkya7kDBJRlBYnR66lqnRojVEpYLYjPztst0lsajfQ5eeJXLT7+LuHMZt/8K5ec/xdc++SxfvPgRdgqbOiRHKpNTNO9HvWxDu2IMZrwNKRco1ioVenobbwyvHA8RyRmcfyfb4rWPWKrxacN9zVQOTU+6xI4TY5Vd2XYnTz32lgvy7UAYFpjcEcoakznNe7iMcLSP2/+yhoy//ILmeIBT5995AyIbYDlTHiFgSQydoxvabM4VTHLa3l/R5qvzR4gwyZRK+c8/f4fvfftAq3KTt9LmYKBraWJzTDUnZMOuLYixOpcISiSrxEHQ+HrzyBmJ5DbDNhYe3XlhXNvOW6qFFrIdXteXNdSEGLs24dWM6Ab4rcuaKzEW6iVheohkKSE+P0otPtBW9sUWZnHUVRw3Ux1nA5pWHO7iEwoiWY67/JS2ErEZMrBdpXgzf0rDHmv2tTz6/9l70xhbt7S+77eGd9rvHmquOsM9d+o79O2m5zQ0TZhMcDDYGDsJFrZFCIr9wUrIJ4tIkWPlU4SjKE6kRMEZ7CA5MZJDTBIZtw1OEBi6gR7pgTsPZ6xT8x7eca2VD8/ab52L6b4H93XovvKSjmo4e6ja9e71rOf5T2BzOXUnOaqeQzGj7pVkxqxp4DYV52AFzubo+LfQ7VL0LEkhTK9OjCCnqyPBYPoGf3qT5ec+RbesKK9fId1/jL3xNldmOb/64hGfe+OMxUVD28iIyzlPVljOVh2r1rE3zQfn4yIxrDrHLE+4OpE8mzLVVL0wlLLYzewWlnFzQpVsszeyOKUw2nGry8gtPL2Vs18mvHzaMm97dkYJj0wSTqqe88YNf/veB2bacXchXWvnAnmiqTtPnmh2RxYdxOLd6wwTpJg0vTDdikQMOQevtxjUtmgllrd1iplSOJUzGmXodikFpm+kg14LXbVFWS8bf9cObtRKO3Q5ZXKjp/nyb5N/4DvfpK15rL9LN3lEsoJ6uc6X5b4QFbq5jND6Ob6pB0aaSmKWi80INsWe3eZDScbN/nGchzRPhi5xjT3JxWBJIvttEDLrBj0Tyr2yCd4Yoet7R7DLwVzWjnJ812OyDFVOxaHApiLA3X8MXUzxNhV3jebtybwH3pZR2DtxvXMKSwgRW+gwwQvTaHks1hrldhwRSMFZb9Sb7TG8+ll+9OBxVsm7hFkUNKydc8MDrrdKx1xyNeg/1qt1kiPSez+YKOroz1UoJz5a8ZQY0hH2+NWhcNC3MhJYCxOVHgScbxLRwWX+R9zUg7FQXaAnW/T3XhMhpTFCV25WhGyMOb8t9y1mD9BU1+OSyzHdOhtDZRKAFqo57vyYUC1Jbjwt6YFxpKU6cUJeW7zrbkXwPSE69Or5IcVoExUFnLo+l67PdaiLu3STA5ogwLw3Y3KlaVEoF8i1Qc8PMWs2Wd+hJxtke7tkwPFnvoT/9H/BD/zUf8J3PPIIJS26nnBbb/F/Pn+fT750zOFFQ9975suWSZlysmiie7Ti/rzh0a0Rde+5aHo2C3kLlFZz0UoK6EYuoktfbuP6QGYCZnHMtrHMsw3G2uGQ5MJRoiiSBOfl5UyN4t6yZ9F6DkpL5+G+sxyMhSBw86Il0YpgNW0fuHXRsVWYaP/uB8a3R5hm6xhspdbpkFB1AWsgBMGdTnxPohWNUxR2TLG+TvpWgPT1Zg2odWJBVMGrvBTzy8TSX1zQ334Zs7krhxWtoZ6LeLIXevmaDedCoFEl44PnyI5eQJ1HJmxMhAw2x2clPilkbNpW+BC4u+gprHoTWw7EG6/tPKMkQ9scHaIF0VhEu2rUoroa67rLzKW2JtQr+dx7GXVFtqRKUhnz2TXOaS/JNOnbBd6rtwu8f8etd05hUUreLHHT14sjyeUuZiy9YWTVMMtW0SLenL4B21fxJiUNPcFr8hDbZK/fNIsdxH4mxUf34dZJ4BRE9o5iCKUameiZ1bvBQmNNbV7PpoPS6L4agMs3MX0eCOB6E/c+Fge9OsOPNqCYgutE/NU1l7crprA8hXwcf2fRpejqXFgzrh0sRwbtDqDWKYKTMWo5R73vo4RmHiNdEV3E4pgw3r7s2tYbGaBWp5dfK41qlnRf/hTpu94fb5tgtaXOtii1Q3VLaHpsBPa5/wZ4R7+ay+iimBIujkgefw9+NWf7w4ab//BX+dS/9e9y7eNPMPvxn6C//QoHwL+vDX/5j383/9WXWu6c1bxwbz78/Vrnmdc9k9xyVnfCGOsNx6uORGvyUjNNzQDeG604WvUUSWTyGYs9eZ3JjkWtltwyO1xEN4D1qOjmRcdF4/jcvQv2yoyntmYcLntO655rkxSj4dGZ7OzTVLOM+F4+hMQJBtO4QKYVL53W7JUJNnrDvXRSsTNK6bynTE3Meg/gpOCMEk3rFF2SUmY5Vi3EZbqtBudvGlCZlqTGCIyrvMSkObqtB4shu3ddSCz5hExDo6GNoVqt81xLGuZaCpbPZ1IQnbwePi1E9xRdjuXC0ORKs1kIXmRiGN36HWaic4JHKN3j1Ig9/tqLLGbASNJpg6rn4ugQO/SwJs9E4srgeBGD53RbiQhVqUtm6Ne7FG8L3fiduN45hQXJfRBtSjS+Uxozv8ckr3HjXXR1GnUjOerWV/BAuPbsAOgDAxjvTDLE2/boIXfBr09rvY9vZE9mFGPtZOwQLu3Qh4Q91w/ZHypawwDC+kr9cJICLi/6B0Ok1pYfIdrSBI+f7AnIb6yMtFwbT6FJxFgSyMdDkJSA4zUhn1wCvUmGai/V3uuQtLA6J2yUmO0D6n/6v8ooou9IH3sWNduDyY4Uw/uv4d71MbHaNymYBHv4AmGUD2QJtKG/fwtdTujvvk76rveh7r7CZD1WQ07P7vSQrl5JZHSai9vA8oL0qQ+IEePB4/Qvfp6j3/4iW+95HNf1HH7uDfTP/R0OfugHhHxwfoz/9b/PX3GO/+upH2OUGl47XrJq3SCoHOeWRd1znvXsjOQ110oowFaLxmUVA9taHxgrhFllc1ZX30+2uEczOcDWjs4FTqqO81pzUnVUneNfuzbjW69tcH2a8FO/+BX+8sceY5wJ+P3oLGOUaJwPrHqxlOlaNxxEeoRWPYnOzvtlIkaj8VR/fZrHbJq1S7WLKaGyX646zzjVrDqJD56mpYxbEx+vgUz+Ll2DSj16ujUYoALo0QRdTulef16EiqNN8D327CbjjUfovDzHKJHrukhF0+LzqYw6tRXqsNZDl7T26VuoKVXjhowboxjo1BKj7eVg5sVKZp2IqVBolWCSVIqR76Sw2AzVVSiTCkNybdEUHTNUKmJnbxN5vxgZg/l8chk09zast8Mr7J243jGFJZhEqLJthT98DbyXDW28gXnmo6RvfJp+/5lLVlNbw1PfKuBiFAR2ymJtNmAb4od1mfj4+3NR+nja1O1ScBcVcz1ctCQvZhFAFZBfuQ7dLuT06Pvhjb5OAgxKXxa4WCQHqm90kF1n0QdthbbreyBa1Pc1IbKAQh9tRJLsskOyuWwqXYUfbYjVhrYSJ2xSwr1X5E25c51gc/qNGcn3/nl0fS506MV9+s0bmJc+iX/0A/DY9kBVTu6/SHvlPUJjjtog3SwwiyPy7/lR1MlN9GgqYs/lhYy41h5oq1ownsj6UVoPBUnZLxLamtXnP8X5i7dIpiP6Vc1odxOlNSfP32by+U9TPP4Euihx58foouQHPvuzXP/O/4BP37ng9aMVx8uWIjFUrWM2Smh6Sfi8MSsoEk1h9dCprG1hCmsYuRX9L/0tsm//IZhdI6Qj8vObXDEJs+19vnwUOFy2GK2wRvMrr5zwpdsXtM7z4Uc3+dy9C/70MzuMEyEChCAhYD7AonXkRvCSxEi3tGgcZaIpTaCLcQlV50mVEgq8Uhx1HasukFuND4E784Yrk4xV51DKUiaa1kUqs0mirspeXmdZpCNvFOJSHF0ZUBqfFti9a4TNa6h6LmOs4EkWhxT5Dq2TrjzYEtOtuCCnTHJszLHRcSoQlMYrYdz1aFa1G8ZpcnYLA87SuiDYk5WiW/eOwq5HyiqOl9f2OQajR6RlKXqpIHkyqqsHzJDIjgsmRdcX9JuPoOsLfC7Myn7rxtuz6ah/lcfy1dY7prCgFH60iQ4evXtDWEs2Qe3dQC2P6e+9AVuPDqwvM9uGOC7rAqTBk7iKkBR0Stxu175d3l1uBn1k+XTGDv/fp2NMX8efQ2iUJLmMvdYZENkYtMEnI0Kk6oYkF2KBFT2N6sX7Sfleuqq+RjlHiKeu4aQVvCjn03G0TFEy9rKJ4CSzbaCDckMoyghd2hcz8Y4abQydXcgmArhrKxvMlXfRTw8wZzdlFOFaWByh2gpXbsvm88h7WYdkBZuB0nT7z0jhrOf0W5uDo4Ab76CPXpWXZmMPs7GHvjjCr+YiemtqdDmB5UU06ayidU1Kd/cNzPYVqi/8JsWz76P8wMe4+fM/TzoZkUxHuK6nnde89k8+w/Xv6hhdE4PC+s49dGr5yLThvL7EF86qjisbUpiTGPG86hyTTDqVkQno6oyyvxxXUl1gP/w9+JM7MLvGmSrZNCvwjtGX/jEffO57+L3EcFp1jKLC8/2PzLhzXuODHExuzjsyq5i3sDeydBGAX8ceSIiYkD2mqeG8cWzZnkRHHCR6k2VWDjMbuY24XkArxV4pm/ksS/CEQUjaeUAbCrpL7G6NsxFp7TYHI5HSullKZ7NxIFhkoSMmKQmNpeporL0Mm2tXTFPoQiGF64FxrQJar4ZY7qoPVLELWf/cnZex13oa4ELA+0CiNY0TNpw1gbaVULcqBtm5IB8zqzDKkCRT8nwmHcy6e+FSIrB2Ng82xVbnbxaWfh1L/atR2Fdd75zCEvnpbnoFXV9gzm6JKt05+juvYh57DyyOZDNNcglEAtCWzgVSgnhpoQjxdLQWyQXWHQuAooisx0R8TkCZAQdZz5SHDsa1+HQkIse1sSNr0aS/1M3AEJ4l1OZoo26IHYuwsdaFwhczASrri8HMMhzfQmU5/cZ1dFdJpkffiimmUtJNxXlz0FZcnPPJECLln/pYtGWZ4/MZZnFfgryyUpL6rjwL3uFGWyjvBpNP5d1wWuw3rosKPFrd6NWZvNYmGbotPe4Hc85Qrwh1fE2cQ5VTzNYB7uQu6dVH6d793djXvoz/4A9iXv0tNp9+BN/2rA5PyTbGVIdntIuO+595ge22p7y2K8+RWMJn/wkf+NCfZZZb2l4y0KvWsTvJcEE2uHnr2PGiKVGuRa9OJRXT95ztv49xf4G58xV0UcILv8HmI+8hZGPsvd+DrQP0K5/ivcWEz6RP03lP3XtOq45F3fNbr5ywN8353Bvn/MRHH2GaGeatZ5YJ00upS/+tOo7GbLugsCOCSXGtp4jpoFXMclfIAUcpOFl1zLIHmI5cZrArpBPIrcapDKO0jGqTXDpfpQnp+E2FJrgen42HUCyychjRrjUys0y0LU4nWK1xyYi29yRr5+DRphzyTIJfjxRd4Li6VPM7D0aLPU+H/Ix178mD/Bx13w8Fx3hIjWbxQFFaA/5pr2LYnaK2itzkZKlGu0tbprWzBVFI7BdnWPX617XVPLj+1SjsD17vmMKigpcT193nASkGeryBH21gtg+EE99WuMneoGLvtp+gjjNdWk9QYgXj40kSGKzQy1Rz1l5qXKwGjxLKb2BIYFy3/0C0Zy9IfDuckvpyB9suxIq+WQ6FRUctx7CCRzVLfLk1+EKtszsGlXVQEhusjQggtSUETzvaxirQ+WR4fHv8qjyuTWQOHQK6vsAlGXjJWfflNn02JalvAeDKbZlPjzaFVeZ6dHeG8uMhJbDuPVopPCml8tEN2aA+949wyzn6mY9IEXzAPHH9uCqRUYw7PRTwV+tLtpJN0ZNNVv/zX2f6A38O/8VfZv6Z3yS7eg2V5qQbdzj9ymvk2xN0auirjsPPvMjGfEW+PaU7rDDlITvNIW66y+vTnNRq7l+I2PRo0YhrciG/w0ntGJUJHL1BmO7g7r3OhtJ0e08TNq7gXvtdzGyb8MpnCcsLwt41fCVjN784430Hp7ysxJz02Z0R1Y0NEn2d3ZHlqOr5hS/eY2+S8cef3JYRldVkynPq4bR2TFPNonWkZkQRWhw501TT+NhdRdqxC+u8FMXVSYaPmhqQzXq4fIDGeZYd4u9lEsmp1+ZSl1WdX+qn+pq+fCyajQqFft2hA6RWyWZPEAaX85hsEnPf4xMGjzm/hZtK56gjS+7mvOPWRc1mkdCtMRat6JwUnlV36YqgFSRas/KOUWJYxPdcZvXQrZzXPZPMsOrEcia3msQocqsHq//UqMH3j+DRzRw/3oWDpwirtyeEUVhhb6P32DfAUkp96CFu1oUQvvC1bvCOKSyAKMU3rlyewLTFFxuw+0Qc24h2w5eyAZjlMUU+HajAon7PBruN3MoJMTeKxsOm9XTK4lQW23kBVrUSSihanFrXwsguFifJgbiHL0QpjWuliDw4lujq4XR4OfqKaunoTBvydMAv/GgT1Szi2ExMLvuN6+jVKWl9Kl1DPhlU/t3e08ImWx5fikDjWrsYJ/dfxGSlJA/Orl5qeeKJD60hrL3URKuTxMI7MgHVCCU02BT11EdR5Tauq+R7+UQYPV2FWZ1eJh22tZyObRJtR4TMoKdb+KxkOtmg+9JvcPq532V19xj9/Bu4WoqDLQvSaSmFEkjKnOA8PiYKdmdn5Mtjdve2uDbJaXrPzkHKvUVDkRoSI6r4zcKwO7Ko0AsrqqvQeUnoGpJ7X5G/32yb7uZLJDeeJngnWgqky/IXJ4TTf8YTz32cMEkJiaYz2TA2HZeKn/rYI3zm7pKq98wy2bgLX7FlEzovivpZbvABgpHrq4rX4VrHEiIuU8bN7KSSjmXVOTIj9020whMGmx3n5f7OS0HIIqtRaUMod2K3mnBBTtP6WCjcQAYwSglYz/oQcXnoAk/TC+4TdCKdbbMQmnAyQimFVdLtN73ncNmSGUnz1F7GkIlWA160XlqJRqfp/VBQJCdGvrfqHE0spuvHACk+k9SSJ5rHZ+lAOQs2J9gmkmQujS6/7vXOFEj+v8BvwVe1mAF4HIlL/qrrHVNYgs3ot58Yvl5nessceb1hpwJig+hHHsAsUBpnc1SQ0cR6yUkqkCm/1mAOQL5W63eYvGlViCextYEhHc5kEBz1eF/Uxb4d9Cg+GYkDcFeBjnG1aSkit+oc1TWCa0RX5DVjba18x9iYMd8P5IPUptiT12mvvEdeB9fS6pRUOXR1Jk7K6UhSMk0iXV67ismIGu6+DBtxnFSdCV4UfNTaCKXTXNwRbGa0K87JAVZOMcomqESyNHR1PlCfg7FRCDpnHb4WspJAiVYa1dTQ1uLGG4kHKi2EIrp5jfrXPkG+MaE82KZbip26a3tWd49pTuckZU62IeaNJk9RRjJqsms38PMTTHHIlckBRsPr5zWp0bTI2OqZgwl3Fy1XS0tQlu7g3dhXPiX6B+/o791B2RS/vMBuH9DffR1lzJCvE/oOXy1xx3fQZ4fCRvIeA4ye/oCIBJOMdvcpJpnlK0crPnp1LCNZk4jrAFOUEjyiaEXzU/VCew5I7vx6A6+dbMBVjAtedY4r45SqD7Fz0eSxu1h3E70PaKNi96Hkul2zzVTKeeVp3bqohIEKnGoVrWgEdE+1klM6wuTyOsPEjiZE2vr6GrXtAtIxBIfzge1RymktJzjnA13w+BCIEy66WCi0UjgCTQiMU7G1WY8tnQ9UnZNCai+LQxI3d90qTquOzSLBKMXjGxlYOSims5EEz6Uj3NuYef8OxFh+K4TwvV/rBkqpX3mrB/kjLyxKqVeBOULQ7UMIH1FKbQF/D6mKrwL/TgjhLfvXVy86nIfr04RMW0KiB+X42nJkPYYJ2fgB4aFsIsY1mOiltVbXt6SMVvdjbvtkKC7NA7RJqxU+fi2EX49XmqVPoPcYrYfRQrApKdF0cu30q0uZZ0ew0a/zxV0rnlpj2eiDSQiZ4BW6XcbuJaOjEBzIBZKkoLn6XnkTRYaO1aLMVkkuWE89H6ikqqtwsyuoWjJA1N4Nwvw4BlJZzOKIfuMqur4YAHvddyh3SpGOaJMSY1Qch4EJnYzPym3BdTqhRJuzW/G5rtKX24Q1FTZ4lEnQfUPomgjoV6KnUZr2134BZTSu7aBuJRlQa0xqmdzYpzld4Loek1h0arF5SlIWpJsbQt4wBrU6ZbpzFaNSJpnlxeMVp3XH8bLlkzfP2B9nPDrL2VViduj3nsSc3aI/vjv4XjE/pXvjeczuNfGtamtYnKHyEj8/pZuvqF69g80jhTmRt5Yeb6DLCYm2PJsU3LMlr523PLWVSYeaBPZ8jU9LCVHLZiR9xayvcekWJ5VjqzAUfYVLx7hwuaGui0dALF/KxEYKfNzswwPUXuJ4LHYBrRN8yQdooqJ+qzAsO8+yc+RGk1npftbPVfWBwspGvqYdJwr6AFXnyW2OLmbodoHXBp1KeNzBOBkA+nWn0XR++FniTkDTixGoxA4ETusOrVQUf8rt695zUXcUqY8sTWHOZdZgVCDPxO9tmuqByvzKWcPuKGEnzSSj6QE/2a9vqT9MguQ3xXqrovKwt/kjLyxxfU8I4eiBr38a+OUQwn+ulPrp+PXXzHpe9YGbFw2JVuyVFq0UrVOMdXQhtpmo89eg+QOZ7jhhbunlcdwQpRi1OiX1bWSUZAOwv+q8FIkQ5EjoA+uYEBegCuARkFIrcJ28gaS4KJzJhIe/9kRSChUCfex4tDYySoisHdWththk6XTk5+l0ilWQdBVoQ0cCrhPHlWYBXS2uAwHh/3e1jCmmV3A2J1kcSicRCQXrjoRiKt3G2T36Rz8g1iq+l/Fb1wiLKGoWEm1ZkpIYITM4m2ObC6F/xqVe+BT+8Q+gjKWf7GHqC6Ep+37wWyMEGbkVJUpr3GQPc3EXPdsm0ZrgTuR0WDe4rqfYntEtK4q9Dfo6dlKJxeQpyWREd3GB2T7AV0u0TZkmMMnEguXxzYKtOiE3mnmM4r2/6phuTsiX9+U6KabYbejvvUF/51VhqvUd/c2X0JviSh26VtI8bYJrO0xiWd49IdsYY5ynu3+PVEvYWlKdy0c95qTqOKktW7khj6MZ1TckNiPEDTgkkp+zqy2hS8G12PkhW6l0uZuq4/mlIdc6iiz1YGq5VQg20UaSlouURg/08gV1ZKGtLfw1wkxbh3q1LrDsHJu55ax2bI+EOdd7GQEbLfEIQRkS1+B0St17bD7BKxUxTaHhSwckOApORmo+jpBXsYihoekdq04Kl4+dkNaKRAutetU5Fk1PG805296TWk2RGrRWdEC9anlso+Cz9+SQ0PSOxGgSrem9ZqsILEP28DvT11iSIPnOKizrpZT6OPDZEMJSKfUXgA8BfzOE8NrD3P8bpbD8/vXDwHfHz/8O8P/wFoWldZ4nN3NhwcRkQ6sVC28wCjKbCfYRPK2ypMrFjPd2YJStA5B0dQ5Kk8URzqBBMSnVA/PqLoD3AQdx0xBAcm2qt6Yor4vLgyK2RbO26/ARDBVnXJlrJ2SJhiTH1BcipPQ+Cs8KFq0nj2O8LoBNR1SdzL+DEQsMX24PCZoGaJUlS/JBbW98R0hHAv4rJffRRkYza/1MVkSLfbHtVzGT3uezKNrU4l+WpMJUCr1E/YIIS7Mptm+xO1dpx7uosI1ZHAkzqX3Ar2lNfbY52ByfZNIhzs9EMJlJB+KqlYy4NiYoo4X55T1JWeDaDltkmFzMOfPda6gsF6ypqQb1dmYN9JqdUcpmkXBe9yzanrr33F30XJ/uYc9uxR9LsB5sIsmEMHyuywmhqfF9R2gabJHRzldorakOT0mnJSZPsfMzNNDfv0X78ifY+d7/iOePl8NYqUORRreHtc9XSHIB0bOJuBHYXjqnRiJ3QyHswmdyy1eqQjY4JLfGKGHptW6tZFesXUeMUhi7tuyXkdMsM7hIf172HmvkdvPou1Y7KTxNH8AKEUBHalrtlQSjmYwmRhz36Rgbc49C9MHrfYYLQcD6iLcAdF4KzMo7xlFbcxHHZW3vxeE6NYwjq69qHW0vDgqZ1aTxn/NSdMS9OvCFe3PKxOACjBJD4gPbI0MIQpSYN2+TuzFvT9DXN+j674D3K6XeD/xVJIjsfwG+62Hu/I1QWALwCaVUAP77EMLPAvshhDsAMZZz7w+6o1LqLwF/CWDr4KrMzl1glGguos24QoRiVe8GaqLRUOuMPLoUq74eAGvVNxJJrA2qPo8jIz+crEsDVccwbui8AKwuAqdNtOkwmsHjqXWQW/lN1xe3jvfVgInjtYvWkWqZtZ9Hu5DcjkW0p608WPDk1g4dU2r0wNzJjRKSgjaS2RF9zmqdUdSnoC1+tInTCVXvKZOCDh1PlNFSJgov9fFrqGwkdGHX4rMSlJh0Bm3R/TKOuirGyQinc8mzAYk1LrdJj1+SsWM1RzdzqnRGAcIQi5RQ3SwiBrM2uNSotkIfvoZfXUjOTcRq7HSGKSRaWq3NCKNqXG6QiONzLEYq+lYNCv++xqhy2DxBkZqEWW5ZdY5l5zipNDvlNizBJCIeNLNtQiMhayorJDl0OUclCapv6Zc1fSQUuE6KhG97gvd0iyUsliTVkmT/EfZKi9ElN+ct784K7i17ro4zNAG9uBDxajGTrklpEf+98UWJw46svxCjrXV1zu5owlHVc3/VYnTK1VKcGHKr8EHEng96crUuDPZDa2PO88aRGs39ZRuTN+NY14g4s0yEXFBYxYtTDWJCAAAgAElEQVQnDQfjhO1co9slx30R34tSdDofhC3WVdFbT+Mqx6Lth9hjEMxkXWDWrLZlJ3hMFZ0SnA+0vWdRSwLoou6Z170ww6qO1GrOVh2j1JDGkdq6i3GjhDKVv+tOkvAPviIDkbcVa1dqGHm+A1cfQghKqR9GOpX/USn14w9752+EV+XjIYTbsXj8Y6XUVx72jrEI/SzA+z7wodA6mQif1D0asTtfm0LmRjFOhc3kUdS9J00TdLQeabcex1Yn2JPXo+1DLh5IzRJXbg8gu2pX7Ix3uWj9wK0XoZu8QZ2Xz/toSrguLvXwnpI3dvEAC8ZqGQuc1j07hRWsIo5EbCLjh85kBAT4VLELskZzUrlLHUSi0Z24zOr6grrcpSOlDC1utCXdj++x7YI2FNxfOTIjLKUiSTBttHrJJ7iDpwcWly9mspmtR4cxSgAizbs6I0z2L/3Bgsfe+aJ0IErBbA/VVuSRXjwI8yCGoq1peUryQ3wPSYIebxCi51No4mjtQdsOEKBfa+ku8hGqnEoR6OLoMI0iuXZJlW3yYOxjGgHtK+OEcZpx86KjdZ4jErZnVwFE/9E3UlzKCe74LhSysYdGNEU6sYRlNWSC+K7HGUN9fEG3rNFG05zOSacnbLz3Dvn0Klu5GYwqbSvZJj4bo51YlqzsmJyA27yBMSk+OjS48S4LM8YkijwbM9Kax9KUW3NhMC77wFj1jLWOuioZ4Solm+p5I9n26+sr0YoyMVS9Z2eUcrRqRT+ioWs9N6YZr180jFPL/VXLt+yNSPAEpahsyQg4rnquFXDUwizT4ETP1aGxSnHaOI5WHavORUBe/gat89HpQApSmZihiKyLitGKw4tGOhjnYyfj3mTTk1lhmqXWUCSGUSpd2LnuMFpx+6waCs+PvOdgYJF93UshGUjvzDVXSv3HwF8AvlMpZRAI+aHW1ywsSqmLt7i/Au6EEJ5+2Cf8/SuEcDt+PFRK/QLwUeCeUupK7FauAIdv9TgygxXX18NFx0Zh2Y1AnvDf5dSW+hZtUqa6w5yKoGtlRozaBfNkg8luir3/Ir5MUc1cMI4YkEUcm+n6nEmxgUdASxcB0LUAbL3q7vLzNZ1ybRmy7ByJFq+lzkNq4Lzuya2OnZVsfCe1JBiuZ+EXjdi7L7rAdpizGzy93cLqwOGy5yAX/MONd0l9j7EJF13CtKvl9J/kBJNw/6KnsKIBMNGGvVcTbD5FKyjTUrq30SbOZCxaxzg16ODEbbZZyPhsvGaQnbJOmFTHrwvjLilw5Ta+3CZ55ZODU/OgiG6Wb6JcD6FpgMpL0V2AWOfPz4Qx1optzbrQqL4VR13vUEWJmWzg9ZzQ1pjtA9zxXeyVxwhtRVJs0bjAOJHfuV5HBHeeRMOjaQVKc98XzLvAZHogv9PqFJV1YtH+YPeiNd57lOmxeUZftyRlLmM6remWNX0MoUrKnHa+Yro8Jh1tkiSZdJauw9z6XdzB02AzdLPAK80oMgFVPb9k7UW7nFJfBlZlynPWwSQ1HFc949TgbIatz+S10wZ0glYSJLbsPC4EpqlcZy5I95JFJuTWKEGjhMqcW1ofeGqrYNV5tguLUYo+aJqY5BkiW8xpS2798Jyq72NXDfOmp3OezgXuzGvKxNDFDsRoRZHK5pxZ+XunVrOoe5peAPs1G8z5wLzuhsJTRRBpEd9Xk9zS9o7WWcaZHQrMOLf8yHv2WTSeMtHU7m1yN35nj8J+FPgx4CdDCHeVUjeAv/Gwd36rjuWlEMIHv9YNlFKfedgn+wPuWwI6hDCPn38/8J8Bvwj8OJL5/OPAP3jYx0y0YrdMGCea3Cjurzy7IztsJh0pSVfJBtiuUCbBjku8LiiVwlPKSCxmpayBVYwVl9isFPvu/hCT7VAkl4Z561X3fhCC+bhZrjrHJLXUvWeSitpfq0DTCRPm7qJjFEcOPgioKmIvNXRga0v309rhAmyWInQz3Yp0cZ9+8gj3G0+RBKb1EaqZo9OSkO3S2ow0V9QqjeSDjt2RIbOaL92vGUc1eAhIxrzXpFFXc7To2B1Zsa3RZrDPWccQ6Poc5Xr08gQWxzImuv5M9AubC3aQj+nLbVG213PWKtJ11suQJKhNpK6ml3N616Jioqbu6yHxMFRLgncom8pGayMQHrsUvBOTRZtjLu5yUV4hM5G9hii6m0izdUEo66pdsr+6J1TvzeuEtJDb+57QrNB5iQcpMtUS1XcY73CxqPi2R2uN63p812FMhkks3bImnYzwZ/fR5XYUtW5QqZT08W8jPXsDl01wt1/EbO5BPqHbfwbtOly5jalOxcLHpBLDsO4etaF3sjFPUh0dIwLG5kLgQPCXi87Tx7/vTmGpes/YanGXQJyVa+c5q3r2xgmTTKID7i5aRps5qRGm1lpMWiY6dnxyvZhuxaJL6aLNytRmZMpTOxW7Fc+y7QespEiNYItxHFakhqb37E8ylp2jah1V54b3VNsLvrLuZJrW4R4oEEqpAZOR5+iHkLebJxU/9zu3eGZ/wsdvzIZu7eteCvQ7jBWmlPpHwC8B/zCE8F+uvx9CeB3BWB5qvVVh+bMP8RgPc5uvtvaBX1Dyh7bA3w0h/JJS6reAn1dK/STwOvBvv9UDKaXYHhnKRNO5wGfvLXnv7oir4ySezMDFiNlgM0lV7Fbo5Qmu3Kf1inF/TpPNMIBPS9nsVFQtdzV+vBPZTA7lG2bpirkeoZA3l+AummlpuLto+dLhgnFmmWWWxGg67xklhvOmIzPiL5UYJeOJaAUyTm1UHEvU7ZVxxjQXNb81UbQWr+V7VRBb9dUpF5NHKE1g4mtOfMFZtsOGd/Sf+r/Z+tD3odqK8+2nSTRs5GKI6IMAvavO8UvPH/Ls3pjEaMapYZYl7JeW1Cge9Ud4J47Mqu9pkpIEGYGprpLgsed/k5CPYPdR1GYkQqQFIS0wd76C71pMWgirzCYyLrGi41BrQWtWDs4CPp9dikd9L7hX8EOnhO9RRSVYmOsumX5GNny0lq7HxTwckzAONRMjIs5Vuc9x1ZNqYSv5AM5mJP0pyokuyNz+0uAs7ae7qGYlDgixcHlAa4P3jmTihtNrt6xRy5oecHWDmZQor2VEdn6M3ToXc8e+Js9Fk+SmB5jz2wSbyIhtshM95qJgdXpFfue1JZBNCUmBtxmpc6Jj8Q90fFHnhOtQ3jHLcnRXs5sZnDbsdMew7DgtDtgeWVQIXLSK9V5dxzFUZsS7LDfCzJLPpcgsOy/XiGtYqJxZJFsZrXhjCbsjoSyv2V/3L5qBxXWyaEmtHjCR9dhLBzV8DnC8aBjFjqaPXUrT9AQfcH2I8UIK5z1952iqjrnVGKM5TltJDR1n4rqwbHCet61jgXekjuXHgX8T+OtKqaeBTyKF5pdDCIuHfZCvWVhCCC+/1QM8zG3e4r7v/wO+fwz8sT/MY60VyhspJFbx8f2ENlIw14FJ80ZO+pNUmGMbaQlGdCq+mBGSgqwW/QYAXYciWtbHU3EwqYR+JcKYmqTg0xFNLxTkzESRV7x212yVUSLfO697Xj2rWHWO9+5NmDdOIl+dl/FABDlNZJCd1z1PbY/i76jYyKX7KhJN2lfcXUKabPPaSS0phkXCzvw2brzLWbHP5oe/XzJRvvIpRvp30OWEu+/+ExilKBOJxd0tE57cKXEBThcN460Rh0sBaTfCEl1fiP3LTFwNUi/Yi3IdqhetjX/2O9Anr4ttOuCmV2RzvvPlgZIb7rxEuPEtAwsN3+PHO1Lko51NyMbUOmPReFIjeFRmDMbYaBGSXBaWtJQi39eXtOkQUEUJTX3pRZakUEzx6Yj0/i2CtuS+YdEKNd0oGT3q4KSoZWNM3wz+b35+Rjg9RI+m8jP2kv8hnZIXskBTY/J0UP73CP0ZoFtWuLpl/O5HRf/SLDGuxWmD6WqxndcxQbScorIRPvgBz3rQV26gvttMaORdTZFk1M6hkTGrgsHtNxQpqlth+lo67iQjXZ2KM/atr7C1X8NKTFA3gPthSoiCxNsXDVenGb2DIlMYrbm/6ikTsfffjE4BwKCfEQ80BtKAblf8G4/knPRj/sbdOU3vuXNeD6OqddcyG8n4/t6FXD9FKuFnG6OUw4t6wEhSq2kaaKoeGx0IvA9virFvqh5jNC5iONtlSpEK/vL5e3O+7frsD7O1fNWl3oHgfQjhLvC3gb+t5MT3rcAPAH9VKVUBnwgh/MxbPc5DlVul1J9RSr2glDpXSl0opeYPgb/8/7q0kqjhLogeI9iM1LeY6ozzxrHqPK0PvH7esOg8k0S49kNGRcywb/PNaAGRv9n+waQRQziTQhMV6QCz9iT6N8GqC9xZtHTeM84sudF0TmwopDvpBxuKo1U7CMKMVty+qOl8GBgzm0UinP44TsuitfuGn3PReF5aWRatj6mEwg47d1asXZbHbJ08T79xHXfnJfS3/Wl0UWIPHmMvV+ykUghH7Rl7I8uPPF7ww4+P+MGnd/j2a2M+dn3CXnNXslv6BuZHMVumlTHiGh+JP5te3I/mhY5+61F5nWJC5pBRfvD4kEWzNsFUzZLk8AX5XjHjxCUcLnvOasdx1bPsPMeV4+6y4+6i56izLPQIn89kQ04LQlJEm/Q4NstGUlyAsFb/K01y9JIwxJTGHr9KGi3rU6PIbBTS9m109E2HbkXl4n/mzo/xq4th1BZiQiY2FWozDAB+Oh2hjMYkFmUMG08/MsQChEpGWWZxNIxkdTOH5Slhto8b71JtPTGkig7i3L6Nqagyoly0jmCS6OElOEmCx+IH1ohqV6i2wp68jm4X2LPbcHxL6N3XnyPcegFuPy+dWLvkxixhb2TZHaW8e3dEohVXxkIoaV3gkzfPoyOzAKzzxknUdLuKo1S5djVRRKwF89tM4Wc+YtibZpyvWhaNMLwEdNecr8S4czZKxLUiNVzfKpgVCU/sjpnkl7hxiNWs7xxt1eNdwFglMKjzw/8rJbiL0YpxZtksEsapZfvtkbHI62v0Q/37ZlwhBB9C+I0Qwl8LIXwc+HPArYe578OW258B/mQI4cv/oj/kv/SloFQdQcXOIvp8+XzGXoC0W7LKRxyUJYvWMe8CJtuiDLXQUM9vEWyOde1l2mKzwOdTGZnde4Hu9edR+zfQG7uEtKDbfoIeTRo8G90pSz2j86JuTrQogg+rjvdvTlh1nkXryIxmlEis7ZWJXOF5IR3IMzsjjJKZ9J25mCTujFJGieHZzYQOzbLzvNaUzDLYKQzbFy+z2nkXVeeZmR6UF8C3r+lf/jz6zkvoNEcfvkDY3CVUcxb/w19j6wd/lI3gCW1NeXgL+/h7UV3Fnknx4x1K1w2dgM8n+M3rApR7Ryhmoq/wPfOdpymro4E+7Ld2BYMpNjAv/ib9+TEqSTDbV2h3nxr+XLpZRAv/TUI+YaFHHC8drXO4ELgVi6z4YAnJYJxaJpmhTAxNqtnI8+FkpCvBeYK20AiwTpKi01ys+ZulsP3SkbgvuJZdK/bzq86jlSar5xIIF01KdT6OgWsG3Xe4aknowB3fkUuunArd2Tuw4ifm6hbjUlzdYsucflmTlWN0YkmnpXiRRRfsIckzeFw2Qc3PMGkOeklazIRU4nt8PmPVB8p0xFGyiW49O/c+S1Ju4ce71GbETq5YOUUTFLlvCEmGmd8fuu9QzaFZ0b7+PMn1J6Fv5PW/8R70/BA1v49qFiSf/RXS7/wx2sxGxpjgNr/62jlbRcJ3ProxMC1XnWcjN8LusgWJD1S9aLc80sVUfYJFxJRuss+PfkvCc/sT/rfffoNF3bE9TkVBHzsS5wO702ygHE9yS9U6rm8WGD3ieNHyQsRlmkpyk/rW4XqP0orgAzYxAx+kSC2zkRSUzIh+qQlv00b/TWLpopT6AoNnyD+/Qgjv+wPu8zjwHwKP8kCdCCH8qYd5zoctLPe+oYsKYiCZ3Ps93HgX5XuWKqdIxAiw7gOJSSh8jbcjNttjjtNtsSFJRxjf0289JiD0ShLw1tnwZinCuPb2qyxffpmR96TlFKXkhJfE060CrqmGVT5i2crmuFkkHK06fvONMw7GGdM8Yb+UQrHq3AAiaqVIo8ZGKVEaf/TaVHI5CsPhsqdHD2/ovdKSaXEbuFM+zl5zTmpz7P2XubvxDJv5Bgs9IfvWJyiqY9TymMWv/H10akmuPMbkuffSfOHXST76J1DtHZJHnoKuknCwVjZhyg35vSJhwdx9XsZCe0/KKbhZ4javk+sglORIyQ7aoutzwud+mT6GdunJBm7vSXRk16lebNtJS0KS47Ixi5VgSi4EPnd3LrqSth82nY08Gbq5PLLkxl6TrkkAMWo5GMEoBorymknWNYTxLt30CsZ3NLagUAqjPBfRQTekIxk3mRh8ppvL7A6biNV/tRweO8TPB0+0psKOYufiPcF7bJmjjcakiZxes5zgnYhQo3Yo2FSuPZsI+23vUczFHbKdJ9Hnp6i2IpkcsHA5hVEUvajKVewgy3YlBVONaDpP4VdCkIgFL9x+QcS68zP8+TF9mqPOjwk2xWxHyvztF1E2IXnuY9xpDbNcD4zHf/bGOYfLhpvnFbPod/bEVsE4kRiAzCi6PkTGlbC3xDDTR42MTBNGScErhwuZLuQJbe+5eVrx4Uc3OVo0jHNLaiSt1VnZB8ex41iPzFrn2RglnAFJZumaXkZfsTDpqAYdlSl/9y9+UN5DcWTX+xBNLd++feebRHn/Q/HjX4kffy5+/PPA6p+/OQD/ByKK/EUGO8+HX29FN/4z8dPfVkr9vfhkzfr/Qwj/+x/2Cf9lLa+tJBhqQ3L0EtP5GwJoa0eqPa1OMUZh4sl6uz7krNhn3jgm+RSzOgGl6bcew8wPCS9/GrV7jfozv4q9/iTVSy/QnC3I56eDn5VJMnw6jqCzCCgLX/Oe3RGvnrfslwmT1HLe9JzXHYlW3Fk04rQbRyZlaiLlNdB5Rx4pwGUi3k+5UWzqQB3g1kXLbmHJQ0sXUopEM7IKamhNRrX7LAdHz/OLt/b5U/ZF/ql5lswUfKwYke5fwZ0fgzbYpz4o+eQnN2XjiTGvROFdOLmDKqagesmEAdRkW0KgklwSOMc7+OgF5aYHEIJYvwSPPnwJl0Sxok1QW1dkdKXiWDHavvhoS3Oy6ll1nrNaOrXzpuNk0XJ40WC04spGTm7NMEJcth5STd0HUhXEedk5+jsvS4Cbl04stLWYQvadWN3vF3Q+cNQo9hMpGq0Z4SIQnVrBMlRXRTwjG2xudDmVd1cVN/Usl6z1ph5crTGSy2PydHBYVm0vbgCJxZQTwWNsOoRR+WImvml9I52wtmKDcnYLU53JuLCtSBSk2mHOb8OdFwlbVySbp5Qxn6rnTAtNlxaEMCG0lXSWR6+iyqnobwC9uSevS5KiUnE38IszKcazbXy5xU5hWPXis3VeOe4sGl4/WnFtq+CF4yXz1vH4ZsG8laIxSiwGYZ+lWrBER+D+qufFkxWzzHJtmjG2S77bv8T8xoc4XrX84uduszfNWbb9oKBPEtn1N+Loy4XAKnXcPauZRzFYkcq29aCWZY23tE3P3vaI73tuX97nhXSlJ3XPo5MEM79HPz14W/Ycpb45vMLWNixKqY/HkdZ6/bRS6tcRJu7vX3UI4b/+F33Ot+pY/uQDn68QOvB6BeAbprDo4HnhvAd6nsln6Dd+l3K8C05Odplf0uSbKJMQxrvo6pSZX7AwYwmtSmSObpbHhLRAP/Y+ui//BtlHvo/m4DnKp76Vse+lIzp+GXfzeYwxqK0Un+yI5iUZoaszXDKiTDQHScuN6hb91ce4WxccLrthDLaZJ3Tec9H0LFrHo7OczIp9++GyJzdqyH+xJuNw0fPYKKDaM3yxSe8Cn7m7YqOwvHam+GOPK05rR7v5FPvUrPY+wr/uGm41hmVxnfET7yUppoSTOzA/xs/PMDtX5ffpVix23k/RCCOKYiZK++Av2VnntwnjXcmIGe/gTIbxHS2aNGIRgzXO5lXMbE+owr7Hp2N0V2HqOcEkNKNtfDohIDqgqhdftTqK9M6bnqdubHJadyyansTogcKtlaJxjhKhuxJUtEJZErqO7uZL2P0bhE4imv3ijOAc3fFd9PyM8WPvYRw8brIHNhUH6iyh7gM1liyeZkNaCD7g+8HWR8ZYXhwB1qsX6/8hR6acouanJNMR1nn6ZS3mmKMClZdR0GmGzk2ZhJC4S9+01RkqnxCyMa7YAMDlgaRvaE1GVm6jDzx0jfyNtEX1KymIwZM24o4c0kIK/XgbFseDzb+yCSoRdwI924G+IVx9RhJJ8xl9ucOyE1ui9cn+fNWxNU65Ps15+WRFajUvnlRcn2aS4LhOlHQNqUkHXdTdRcPRqmXVOTaLhKacYYop46Pn+f4n30Xde75w85y29+yUKRdRmT/OZGwFgiPNMk01ElGki/jJ7iQfxmd702zAUR7bKJjlluvTDOcDt+ZdFIeKBZPOxvCJn33b9p1vhlHYA6tUSn1HCOHXAJRS3w6UX+W2f1Mp9Z8Cn+DNzcSnH+aJ3ooV9hPxB/h4COHXH/y/aFL2jbOWZzx3/Nu8fvBRsXjPcpKjlwenX7wnv7iNn+wNG6ZyosxdOrA6o+iEmaS6Gg5fgY/8ECtbkC8OJcO72ED5nvnmkxRbj9FGL65OWZJsIjn3SY7pVlz1C1yyiyu3udcorl88j5o9LWCxFdO/HI0nsF8m5PbSlXZ3ZORNgCiltwrDI2ONWp0T8gkXrZgI7pYJde95dCPnl18554nNgufnDY9t5NyaC6V5nMjYaLH/IQ7OX4DdRyQLvNwUDYhrB8FilW0SQmDUC6swJEXMYumGCOKQlVz4hEIHtLYkka2UHL4gm3VQeDsZRkjepvL42oBJaEfbIm7rL4Okeicsoq0i4cY05TvMTdzGVQgG1baAx00P6ALcXnSEIPP7RCvoYjHzXogCgCpK3PEdzGxbNBrnx/j5KatXX2WSJNj9G+h2SYj03XG5jTcmuhoI021tXQNSZEJM9VRZxHW8w2ux+lexQwKgb6VLqlf0yxplNHaUoyeCrdB3ELNesNkwRmuzGekM9Old1OktVD4mu/V5zvbeS6k6GfWZDFwrhWOyjwqe+75gZ5RhLu4SYtKobpdRg2WBDjWaYSY1/f1bmM09VD5CTXcIlRARhmvASGxy68SS6POHK5wP7E8yRonhaCU2KrujlNOqY2eUsJlbNDIOVcGTVeeEJCdPMm6nstHvlxke6QqzchvVVuyubvLc7g5fun0hOffOc3Was4jFZZQYyaTp3BC17HwYGGKHF/UAzDsf+PiT21wZZ2yPJKzP+UCWGW5ME27Ne54sPZ8/qvmWnYLs2Q+/PXvONx8r7CeB/0kptabFnQH/3le57bcAfxH4Xi5HYSF+/ZbrYV+V/wZxt3yr7/3RrfEWTHa4mnYkRy9LoJ3ShLXwzfcSWtU3VLbEuUCpJEtcAbmr8NkEu7hPv/0EOhuLzqC+EB1EMoJmAVozWR7jJvvo4HEmwwY3OCOrHi7ImeZiv98XW6StY777LPt0hGh7vs799iGwVQhQuv6eC+IUvAT2Y5Hp0djRJod1IDdiUZNow/VJgsVzf6n5vaMljfM8OstRCq6MBCNSzZzbo0dlgzSp2O77PuZneEIxIw9CIQYhPICYIoZo0aJch14cUe09Q85l2JNFnJT76QEk+eWIJxsLk0oLNpIaRZMnuGjiuaamekLMaRfhXv6J/xY+9L1DYBgIfmLPbmJdy7uc5Ox0B++GboWuziX9cildhMpLVCo+YcE5VJajshwfPbwufueTTD/oMY/kgwtAiEivVkTn6XRwZ16/RmgrkQHBD88lL0CCLid4IKwLW1ZAvSKZjgRjKsqogDeiUYkAvuihelCiZdoxKXq2Qz89wFQShjbuzvD5jKVJKEM/kBAAKlvS145TZ5ltPYqpzgA/vHaC/UXbmckGxjv07g0Z7wWP71rc3rvk99Aan89wvXiCGa34rpmw1z4/mvG7h3NOV6ILGWc2jiWFth+UQvc1qhNCQMhK9OqUD0z28NvbQuzQhkVQqLqRItk1PLdbsD1OhzHY/0fdm8fonqX3XZ+z/ZZ3re3W3Xudaffs4/GesR3jJYTIwkqICJYMQY4If4Cw5SAUGRGw+MdCkGCMiOQoC0IkQITAwQlScBLb2I6XGTOLZ3qWnuntdt+1lrfe7bedc/jjOb9fVXt6pm93X9szRyrdW1XvVu9ynvM83w1gt3Tk1qRESJOciRX7o4z9ccYPPXvIJ1+TLuf2opLuqO64tdiyV0rXeHkk4y+tIAsN7x510HU8vTtj2cH84Ml3utvI66wU+hvI0iXG+HHEWHIGqBjj4mtc/M8CT8UY31bIwJthLN8F/AngklLqpy78aoaIl79ulupq4oNbuHYrrrjlmDA5wNZnybW4YOsy2gATo9B0gKZQkTpqohaDxW7vCfFWsrlsqN0S7r+CCl7sQqaHsLgHs6tiq99VEhBW7sg4otkwHZe05CybQJNm7fPcoKqa/XLK/U1HnTZYcTfrKJ2m8+L3ZZMF+K6qWXcF41jR2pIOzRW1YGvng3V/7SOdkpjaDxyOGSfw0oQWrwxhckhTHnClW9HsPk529CWIhQgVY8Dv3JANzrcyilE6ffC3RFei18eSBb96QMwnOF8TjSNoOVGqrgabDXgLSD5H7YUa1HbinzZJFiLrWsYs25StoZUSVb+CvfUteNcHxbokeNnctSGqXnnnIAlU3aufGqxdoktUVG2ImzNCMUWPp/jFkWAugLtyE3eQEiutIx69it69TOwauvlVChsHtwSUJmaSO08qtlFp0S8Zh9m/RtwsCNu14DnBi9txVogBZ7XBTHfO/c20GcZlaro7/EyFjhgDevWAS1kJXnAdjCUUc8Gz6jV2+zKT0S4rOyNOrjNBCkPht8zzgjI2nDWKaTHHrCQ7SKeUzphJVo9qHWbPEST4tbQAACAASURBVPuo6dARJwdDAinaDrEQ6zZwUFrpgmzBh7It5splTivp8J1WjJyh9h6jLD5EbFujqzPi4h5hdUoIgc1z/yfaWUYf/A707mVm08P0WW3wkwPmy1f4j7/7cf6Xz9wjBHn+r08L2hCY545xppnmYpX0xI5m5KYsao9RcHWaJ9PZwPVpxs/9xku8eLLh3XtiinlQKEkE3ZwQiyloy3R779w+6FHtO99AozClVI4I2p8ArOojGmJ8I4zlk8AOD2Gn9UbrzTqWDJiky00v/PwM+PNv5w7/sFbsmmSTLp5RyslmZBa32Vx6BqdgvLzLUX5JpBep2xDfQ/ETc76lMblkQWiHVTJaDDffL5YaKRLY797EVGesmoAPlqmOaOPYeMU0BuzpLc7GNyitSpu/eB5l+QwbfbKBEcU7iKfYrDAYpbjkGhqVs20DwZaURkGryTZHrPI9XDYmRnFQdkkxbrXiiZmTccR6M4gMR4tXqWbXGFXH1KN98mZFtfcUxeKWFNH9pyQLJnjM6S0W05vkRpG165SDLrRV1W5SEmKyCSnnEm2bukGCIag0ukj+UT6S7GmkI+szPLadeFWFKMFkO4mxs6+2+M/+Ju7J9xGUHjAb1W3PLV+SA0IfaaxKeUuG5en5+yAE2t/5J7jv+GHinZdp7r+KuXQdXY6JvhgMLGPwAnDP5DZs76brAzZ0olvSZtA5RW0hCDYSQ4fSFm0zAb0ZQdcSbUvYgsqSm3LCXWJTDR2LPOBzry+54Hk8tS930/v2Nbq9x4Tq3kiRH7sS1dUcqzE7meb2uqOwEWwmdi1KC02+OkuREO2QZx+KmXiexUBM4svoilS8JffeVqfYbE7joxhjplGgaiveNzqjvbnL5x6sebBpuT7Lh3FVz2NVviVUGxGUVmuy/T3a01MZwQWPykrBMoOXEWsMFLd/n8PxTerOD6y/S+OMKn0mr0wtSilyFVChpRhnzLIJVkvG/f1NR+Mjf+279nm5FXLGSGl6J/Aw2h3EpT6B9tntzz6aTecbhG58Yf0isAA+zgXc5Kusy8DnkgvKRYzlndONY4y/qpT6deADMcafeZgb/ONaShvUaC5g5HYtYjKTEa1jdPc5jvefZVbuMDHSvq+Dw3t/fsLXim3IMECuAm3UmGQzj9LU43fjzm4TlcYu7xGNZbeAFoPVCtW2jBEX3TDex2oB0zOjByAyxEgbNfvVHcz4MkdbWDeBS8k6pbSabTRkKa0vt6B9S3AFdnvKxK+ozZQQ4mCDPs00LnbgA7pKtuuuQJtcMlkimOU9zPhATm/zMc3OTdzZbdxLH+P42rdIdsX08rnjsm9QfQBXmtX7yYFQipVQsXVb4YwjppO3RixF6i4MA9lt0hvEGFFKsag9XYj4AIHIbmkZO80k0+jTI5qT+7gnkU1PaXSoZeOz2WAFo7o60YdbVCYMP2UdoVrLhqU1oW0JL34KPd2VHJTPfYr85pPEao29/Bir3/stxh/8iHQXL3wStfsYKnRkRgrB0u0wiZWMcIIfnJ1D8i2ja9DaJuV1LniJEyNMuMDN1JqwWQ5FRY9nQmXXRorOBcuaSC6aqRjQmxOq6x/GNiv8zg1CVwsQjzw3uy5gjl/m8WpJe/mbUNWSxu0KNmJLMr2RThIGLVI0TsSpPd07G5+HsSWrHJBo5Cer+7BKNjnGoOo1egMficc8GF3lZNtKR+EEuFfpbwjLYynY1Vo6yeDF+bmpUDZDV8tz2//gqXafoDx6njmWBeATnhIjHI4dI6cpYwPKyJhtc8KoWjJKfwPacnX/CTlwrNc8Hpe8ZA4prJK/Px0MzPIuMZ8I1gpQrx/FlgPfeAmSN2KMf/ohL/ufv5M7elOMJcboU1Tw1/WK2Yj24Knzk24CJFW7AZMx706JbsS9TYcCmvQG7g11t23HtotMc82uDeTdlpUeMbZKbExOXqLZfZz8hd8SS/ZqgxtPyUZzQjlnNb3OeH2X9e5TjBcvM2/vMjOWZv9pcQQOLVXMKBBb+p3NbTZONvNlHbgxc4zWd0UwSMbVeErQ+7TRkm1PB4rk6P4XafefwpSiZdHbEwkC05aYT+hmV9BtReZr1mRMl68R7r2MnV9B1WsJlepa1uPL+NFloYfGCLZAE8V2PRunQDBxJvATK2OxZi0nTZCTcOgG88iAmBhWFyKbe/xHhZazzg0q93UIOK0oEu3IKVCnt8me+TCAGFrWy/MxTQxE69CN0ICVdSjrhu4D60QNnzZw1VTUX/w0dmcPXzWEpmP1uc9inEPduUNx/RpheYq98gTq0lNyP0oPGFduFMREd51dGRhXrbJoW2BcS7AZSlvpKJSW0VLXosfSAcWuAWPQ9vUKfmUzMbB05ZCrQpCRTSjm4j6txax0G0oObMCc3BKCxJ3nBsEqSLeoVw8I430MEgGwDZH55ACzPZVDQOgG77OhY+pdo4OX8aLS6HZLyMeoei3vpXtfEr+1FFsQ7rxAbCp+8Jt2+Ph2RmYVo3QokCeqkYyc7ZqwXdNtKkLTYccFsW0IK+kqlSvBSCFa1IHcjbiUOUKUDlwCWYWRNnUKtV6JK4G26OU96i98QvRDzqF3DnFAyEp0vSbanMnOFSl0XSVMvrYWH7bVffFiy8f4y+dC3Xey1Ddex/KbSqkPxBg//WYXjDH+6ju5o4cF7/8/pdQ/Av4hgin3d/51QzeOqOT4GgcfL7O9i/INfnYVvTnhZLbDtu3Efr7y5Ak0DMCyDgQitoXCGEpt2bn7KapP/jrKGB588nPEEJhcv8T0X/0L1L/5fxHajtFHvgelNOXMEyYHTI6fJyotjrTLe5LuVy1p8jkaeFBr9osxaz3ian3MptgbfM7KBLh+edFyUO5iOwG9T/UUX3kubW7hp8LPL7s1tBWxnIsGYn0km7zNxbtrtMtYi01K+MAPUQXFeNQIg83AqDmjyefDGCMkC5AQI8SUrtnVeO2GVMjefbj/fx0g10g2RxtEEFd5JrnmoLT4iNBfizkxOetWPg5RuAHItZIuoD/Rp6WarSjo87HohLQlJuA+5pP0osdkw1Kf01aSKFAZKUDZ5asymkk5LvqCA3I0GTEfE4wjRuh8GEY7xgnjT4WORlnaIJmgPkYKazH5DGMylB8T67XERyfmmL4w8op1RWgqMa60TvI7bCavFUihbMWxWZstvpxjNi8zmh4yP/qiOCyfPcAf3UGPZ6hihO5q/O5NGcsVU3ndAqkbjCxrzyifp062JaZPufKNaH7619JmqE4sesTgUrJydL2muvU89vCGkCD6ALZihLr9BW4+9lF8jMxzLfYxSsshridbZAW67Yg+yMYbwjndORFg6FoulWvM6j5Xr15DKTirPMtGbF58lOIjGUhbwoNbtOul0Lu7hs3tu8wuXae7+xL28OYw2hs7jfP14BKhfIOul4RyThjtEowbOst3vB4hK0wp9XcQIeO9GOP708/2gP8VwUReBP7NGOPJO7ib7wb+XaXUC8h4SwHxovJeKfVLMcYf/mo38LCXedhnZQ844vVUs68rHQsqjRSMw5zdoZ1dxSY7C1WvUF3L1CmWyQxy03qOty1GFZROMc3Fa6t3uu1Dq3Q5Ro1mXPnxH6T5+C8T25ajf/h32P/T/zr+xgdoihnat2yjodBRZuQpDdHv3kC3MnbYpNz72gc+ca/mmT2hdzZe8AitoCv3WLeBx2ZOAFf6KGOxzXgwvsFeWBK1kQ/Sp/654Erv/d6B6aO6BK67kjpqlq3lwAmLq51ewShog8XZYggOy9J4sAdG0ZpWWWxmJcLYZNIBGrGV8SGigoy42ij55A+2HTHCey8VdEEwlMwoYj5l7aUr2nZiBlpaYeuZxMrT62OUy9NmJ87HElugCfl4cJoO+QSVjeQk3nemoYNQooEQgmyWWRCq8XSX2DZobWQ807aCv2XFAOpHmw80b4AyjUZPK8/ICTDtDIPaXxjOEa8imS0wMQje5EZCSdYWZRxsE3NMG/QoiUxddv5+vWAySYxSRNcnYk556wvET/4q3c4hJk82MPvX0ZtT6i98gvw930Y0FnPygJCNqdyU+5uW0qrBGLILkaglgnu4S1ei25N0QNCiWUpdjehh5L1af+yfEqqNFJK8EJZdJiQGQuDq8Wd4bfe9dCFSnN0SLZTvGXEFypjXb7haD1Rwf3Ifk14PnUD1XAVmmRmMW+W9kf6vrXRRXUvcnNEcHdGut2TTMd1rL2IuXcc/eA2zf0W63tmV4bMQXS7MxGKG7uqBPv7IAHylRJP0aNbfA/57Xm9N/1cRV+GfVUr91fT914xof5P1rz3EZb47NRFfbSngvW92Iw9VWHo9y9fzCiEK0OpbYj6m6gJluSMjgWwkDKYgNulfWlTsjRyfubdiXlisscOb+mjTYqYZWT6F+TXcExtiXdF88tfQO4eYZ76VvY+C2i6wRy9igebq+2g9VB52i2naFMEXM0y9ojE5pYOs23JlPOKG3fL8uqOwY1453vKhyyOUkuCp0iqOtp6rtqJ2Y2yiIbfhPFXSrB6Iqvq9H5XY4M/9Btx8Vhxr6xUojV28hjGOYryPV5aJqvHk6LbCmxxvC7LQUikrAjKU4DWh4cQ7dqywu7ROIyGdUXUREHDeaKi6yGvLmqqTTJkPHo64t+7IrYy5TqvAb76y5N37Y0ZOs6g6dkpLTImbwUf2C4s+WUjuiRvJqE01qJDLKTOZVvb4RsjGA5jedyvDxpiNsXkxsLHC6lQK74WMlv57vXsZP9qRDhehPudJS9SFyDSNeJoIp5sujQylWPZxHiEGMlvitJFTP6ngOy3jGN8Oyn9l3SC0vLiZRyUbvNKa4D23fv6/4sa/9aPw/u8D36EXryUgviOWM/Jnv0WinkdrXjv4EPsjy6YSBfy2i5Qpzz4z4s8VnPzduq1ERJqet2gKYf5pe047H+8TP/5/gza4yzcFt7ROHmNepj/aE1anTK8YKV42R1dn5yPKrECNZijv0Qi2ovJSrt9b33TyvAQjt21Pb6HGN7g2sdzdkBySFcFYdAyorEQXY2IxJtvfx47S0ESLRY4eT4XBNy6lKsUgdGtbEJ1GdzWqWdMW2RAS9sjWIyosMcZfU0o98Qd+/CPA96X//4/Ar/DOCsvD/OE/8hCXeVMK8kMVFqXUDUS38lHkwf068BMxxlsPc/0/imUULDrxI8qaJV0CklU2F18tM2HSnNGGMZcnGc/dXzPPLV8+3qC14luuzvjdVxcs6o4PXZlyY5ZzONqFq8+itwts16DHM6LSPPdTP8F7/9O/QnfvVcwz34K7+3ncpWeZWEPltTB1lMLUK4Irydf3aSeHvFI7brgIoeNdZcOtNuf6LJfxkJbTci/+i8gmN7aKOsCy8cxzM/iS9dkjhA715IfFdbg6o/n0r5M99T4Y7cjpf7Q7dB2mkw3XEth0ipG1kEwzCx3RShNszkTL+y8C65Su2H/YheYs8/D+oP9g0/D9T+7QBmF5HW87CmN4aVGTJyuWvqhUrQSYNT6yWxiy25+R6OcEnEcjJ9SQAOcmm0pOR1dT2zmtj0SMGC1HC8qCgfnenrDbVvfRm1MZgYyn5zhM8FJcjBsOIKGY4W2B7wJtgKb22OQ2vWrFobfxYlMyzWUD2XYh5cCLnY4KHcHmqGyEajbnYWUJgyJpNoiBkJUS1FVLPky/orHDyffyd32Y7vYLuJ1DuktPE+8sYZoL2+v4FcLOVbS2tDs3mEc43voUCyF7am+nAsmDDvHKG7sC21WgIZrkZ9af4LUh5HP0c79G6Frs1SfkvV73wW4alZWE5fFg01Nuj1hkAr2qdit/o7aY+T5hvURPd6VYbkR0HLZr9EgsbeL6DPauygHJOEI2ZuI0VsG1ieN4KwXIh4gp58R6JZ1QOZZgtawYoqjNdEfub34o47gE6tNWNLbEpPGuLTOOt1KAd815PPU7W0q6sYdbB0qpj134/hdStPrXWpdjjLcBUpru4dt5lBfWP4ZhGFIATwKfB97XX+CdYiv9ethR2N8F/j7ngVs/ln72Q4/iQTyKFRDB0rIJ7GZjaGX8M6EBD7PVPVSzYbb3bh5sOy5PskGM+P1PzMnvfZ7HFr+P+tAP8NsnJKDZsJulxMDHPoC/sBmorMBee5J4/xXipZsyPouRwgvAfBYc87AVc8FmjfE1B6WM6c5Gl7FaMdcizvRRyASj4LHLe7jxZVCOkdH0W/y9dUtuNFleYrMRpl4luuiW+MXfRd98lvrjv0zx4e+VU3GzBjPD/+P/geKbv5fmxocH3ETFwFgFPDlGRTyKFoUjbU5plCIKbEUbGFIX160A8E0X+OLRloORwxnNaeXZKQy/+9oKHyLfem3CpvXMc8vJtkUrxbywFE6zqDwHI8ul1YtDUYlZ6lbSCDLanFDuiMonRNro8F0crNkDKQ76wud67DQ6dafEkMZkQjAgBKIW7EvXa4LStLZk03iqJNbsyQRnKbdHJ2t4nRht/X3slhCVCEjVdkGcXZHCmI0E9+q71kbU6DGT11GFDpoNGJPoyx26FfZWbCpUXmIuXU+xDCXmi/8Sdg7F0n67gHJGfOU5/JMfxj14HrX3BC8tGiaZZVF1XJlIOujI6YGJ1/hIYRXG14PdvooB2kqKYjEllLu4e1+Q4LL5vowJjSO2zXCdvvAPBTFtqFFbdCu+a9GJEFmXY/Ed25yhbUY4O5LIgOCTpYw7N/eMEV0vseN9iYN2kpFzvPVopYQU4Qp0PsJMU8ezXcshYvcQNZoL7fvBq3D4OHixxonjfRzQxYgLDcHm7BbirrB9+Oj2r73eWub9gxjjtz6aO357K8b4gYvfK6U+Avz7fxj39bCF5VKM8e9e+P7vKaV+8g/jAb2T1VNw66gpnZw2tzgaHzlY3pP57v67OSjtkCNfWIlV9fOr2MMT1NGLfPuV9/DCWq7fuGTXYguZqTZr3vdf/jU5FW0WYkZ49CozoNl/GqM0ZvEqs/l1eVDa0u09wbKN7B19DhU6zswBu4Xh1WUrSZE+8p1XctRmgZ8e0naQOcc2beJOK969VyRhZeBwZCUq12TCCNq/gp8cUHzgu4j1hrhdo6c7qO0Z2ff+ebzNRUWfxiBLJoytFdyjlTCk0mq6KGplEOtz6ZzgrJauRTAoONl2SRktEQAfvJwN7Lrjbcte6fiNV864OsnF4ytE5rmh9RFnFHul4YproJZMlv6ET+hk40ruAI3OZERlFE2iKfsYWdaSoqkUqCg5OHUX0QRsMUNfOIn3AWLyvYDMMTGF6q5nsCl8DKy7SBbEEFQpKSx9Lny/6s5zpiEzYHRJOR1TRLHrr1RGlk/ExdlfCOjSRkZuSp3P932Lbjdiz18tIVn0m/m+2PxvF8S8wM+vYJb35TrbM3HcPruDn15m0WmOtx3z3LFpPWe1J7OK3Cq8h7FWrNtAaa3QpTPxz3LdFmVEuxLdSNyoXSEFzApjDUDNDuTxKjmZK2MGtwK0Zd4cS3H1jbyOoQNbYHYviXhUG5RDCkAy3+zJCzFFLIfpIapZo6sFmJnoqqKQJMSOvwC1HMgGejQVjBEZqXWvPo+5dF10bMmRPLqSuxvPFdfgUh5M/1lqfByYi+94KQU2e/PLvf11Vyl1NXUrV3mbYsWvtmKMv6eU+rZHeZv9etjC8kAp9WPAP0jf/ygC5n/dLB+kdZ5kesiL9yEydlDGlljO4OQ+k8//C07e/a8AoFE8s1dQhchR03Hj6rOEYk4d4MZURkYnyRY8MzmWgDt9jdhUhP3HMYmFpdst4f4rODcSurAtxIxyenmwI5l9/nfYfPufI/M1L9+reeze7/PME99GHTOOtx3baAj5Hg7FTDc0MaMN0tEEDZNYYcYFizqw7SJbM2Puz1DNlu7GB7Enr4iIcbQDM7GH1/UqfeA9jS3JQkNjSyahgS7SIk4EVjP4K/UbakxMtcwo9gs9iPm+cNQwcpL89/i8YJKJQWTtI//suWOWyevpyZ2Su+tmSNDcLSUieuw0V9UZqpbTsgodnZOETGXO8ZzaR6o6JOdnYZzFKKOoECNVB84orAajoRkwak9uS0kvVArGeXqtk/VIs8FPD3mwlThfkNs0ShEQ37I+lM1owb2AwX5HKzUUohiFTWg17BaKMtZsY8a4SvYyCTDuC7qEb3FunZMwpZCPU7dmUaUWPVYMUM5Y2B12yibhajNMMaH98qc5+/YPsm0Df/LxGb/96oqPXJ2wajzHW0/MxOmgJ1AAtMoSQ8QRUsTzWhiFoaPJ5+RtJZ2KNkRtJMclYUI9HVtN9mW0l2Kb2ye/Q/7OZntugZOVUC0FwM8kIkBlxYDR9CQN5Rv8zvWUnSQYT2GlqESluKJW0Iq9UDQOXC5RA/U24VVmCFcLiyPMwTVCj7X5hiuFJqp8wOFWXcZMaRmrPqLCov7wdSz/CIkK/tn07y++kxv7A+4pGrHkuv9ObvOrrYctLD+OMBb+BjKj+02+unnZH9vyEdoAWVJ4axBm1/qIeHwbs3+FaDKOq47rE8dx5XGre6yyfRRwqqeERoqSVgrVtRxUR5yNr4oa2Wr8aBdtnJzSEqtFTnPZgIxFm8vpr16Kwn8qoH95+jLbncdoQ4u/9l5aJETpRjyhNYes28BIyXih9XJCj6lTUDEwas/w2QwfIrvVPWIxpZ5eoTh9WXJNppcYInq1oRpfAiCLNXm9ED1Ol2be431i8oXqV2Y0mshpE9jJNHWAVSuMnYAmqxd8Dy/zK82TbFrFlWk2AKFPjgKTp/b4xN01q0ZSMvvky71SCAJjp9krDfr4RO4/Wci0CVA1Wg2uutuU+Ali21F3vf2NHCLaEAhRUSPJmkpFfFSEKONNqxVayeV7rFaryMQ4CWczgVUbaLxgcSNnqFpxBai7AK0ULp3ycTaJpuu0vDeWjRS4SSbi1pPKUznHjouDWWm/dLs9Z051DbhSNm6TiXuy7+TkT0Owom3RzRZ/5wXMwbPC5ls9AOvw2QQ932f+6V+ifs+fofWRF082vO/SiC7AtakjN+ejOzE3la5UpccyKNIBXa9YUZK5QrqHev063KAfhfVEA4wRKrg2QpxwBdG6Qd+kfAPlTEauPabV1qisFDseJCrArO6j18fSkZ3dw2elHKIQlqFOGrTTJrAzuYRZyvhTT/eka0q32d19CXvpuljX2GLoCPXmRMas2lLh8MGzbiO1DzyyOBbFIwPvlVL/AAHqD5RStxCB4s8C/5tS6i8BL3MORbzdddE9pUMwl//9DzyOtxwK9kbrYVlhLwMPJeX/41piZCibUmE1Lkay0BARSws93RMh32hnMKnzIbIuD7i7bNkrREltIOlKArkrUOWckdMsay+xtcWUkFx+e/0BJgNbDDNmFQPBjkRBPbtG3q5p9x5HtxXF+j7fc3XOVmUsKgHkl8UBBTC1Ed1sqN2YSEyZLWIPH7VF1ytmzZZ2dpVb7QElmplS+Pk1VC0FwxczKGbCAgKsgkVw7C9epNt7DN0tUb6hGe2TGUWbupKI/M1KCbi59U5cAxyAkBGiyej2n6C+Ix5fAHfXHe+fB+wrn+LqeJcvZdc5GDl2ComCPdm2THPZfCeZplzcEpfgriG6klZneC9WME5LBsiqCVgjALoPsvm3QTbHNtnESNeQRp9doHBa6MswmFyalL3ephHaPBdTzC5RAI+3LZtWxJrOKNogyZ9VJ/fljOJk20qKpTUYBc6cJx1Oc8Oi6hg5A5kGAj5oMpOR2Zyij71OeorX0VyVHvAkGdHl52A6iO0KMD/6As2VZ2VT1hazvEu7XqKcY14Y7qw6/tx7LnFceUqrsFpRe6GQf/mkYl5Y3r0ngXdaKXzSAMUI7uw2KMWyDuxMpiIojOGceADSwZDJiDI6IY14T0yCR3pn5ESdVgkTGWxblIZCIhJw6XPTVecFoF6Lk3XX0IWI1dIdblXGKKy4tHx+SBlVocOPCrH4f/AaejyV0ZgtCG4kxSURUML0UBwylOaEOV2Abec5KM2jG4WhHiUr7Ee/yq9+4JHcgdzHzwAopabybVy9wcXeTijYV6yHZYVdAv49knnZhQf6ddO1KBQvLyqcLtMbVGFsjmk38sbMp5KRbhxNK7+/OtJkdz7LzcP3sqjDsFFpleiiMRKNKMb3T5+nufxNrGLGeDYTZpQrZUPvdSVuJKOx0OHdCK3PKNb38eN9TivPnpMiMvEbjlvNtRJWSQNyeWSpPPhQQi3Je7NM49KYKlonfk/1iuz4Ba7Nr+GNWIQ/vwi8xzaEcgedToVmeZe4c4MuSmFqD98tWTPlnNhWIp4DMHYAqvOkL4lkFDFQB2GKWaUg+YJFcr7pQDb7WWYojCZklnDwBNEVjJaGNkjXl5nIXlEwL8T2ZtMKOB9Gu+JQrOU07KOw3kqrKYWoxv1Nh0bRxDCwytogvmO9WeQkE5fdln5EJbRsr+WgMenDn3ygdJq6C9Tp/ha1Hyjmm1YSP6WodIMVe38/WilaH9iEyDQTS3etYFFJVkztAyFaWqdx6Tp5wsYyY0U3pHOhKtuxKMyjH7ACFc9t52mr5OdVYK48ib/9JczONfzsCrpa4mdXcDc13Z0XaZLX2qL2xAjrTgryWeO5t2qHMLnnT2qujB29wHOgIxsB0Uur6NC4bIzPk+YmjfFU1xtppgiB0KFsjjZGfmcyYoaw79L1ADHsdKV0P0kciTao41uE7ZqQFbB/XZh000PptBPZICKfTz85gORPp5KIUyc9jL72tEQE+JaT/WeY0NAaKaBF8Lj7zw9GqlcP93lp2WI0nDXhkSZIfiNZuiil3o8Uir30/QPgL8YYf7+/zNsMBfuK9bCjsF8E/l/gl4FHJFsFpdRNRBB0BdlPfiHG+HNKqf8CKWT9/O+nY4z/5GvdllZwbZpzUnVQWOa5zMRVih4OboRqN7Rml8Z79o8/LwUnvaFLKzoAkwDbHuQrTMa28YRyjl3cZqEPmBlPUFY4/eWu5F+k05raplzfmwAAIABJREFUboj5FFudEvMJ9v7zEDzT6RXuVpHDIvLCNmM31zRKM9veZVLMCDYjxAAaTlOcq1Jy2i6sIiiNUVpOgzFgj17EuIJu9zHetZsTm4nYgkwkdKzXf4jxY8RqYUyprYzEgtLJ50s2wn4T7UdSDs6t/NNmEbVl7RU7uWxmhyef5zP501waWcJ4f8i9780JcyOFMUTRUcyqMwHP8zExhkEc2lvoWx0xPn2fNDNtCKwazyq5RC8qhm6p6pqhCBgt7gHOKBovXSuc2/vXaezXBgb6tEvJnTrRqJ2Wn/kQh025fw6rhO2AFMHeQLSwcQi68kEet9GwbmCWn5+Ou/SeMlq6CqcVBOkQY4xkbiTWP+oczyLriO//Ady9L9Be/ib08SvE2SF+vE9Yf5rXVi2PzYRG24bA4/OcRe3ZtnL9g5Fj1XQ8Pi/YtGGIL8iM5PwU+USiIBAhbuUlzbQwiqBH8hzaIlkSdUNHpUx9AcQ3UhRCN+hHCN3ghKB8g+rkfRGzsQD4uiJslpidTrQ+1VJGo+n9EJNJaYyRIhujjBMNTsjF4PNCsFwspkzrY7rxgfjURSiVqPDj6V3UvMCs7uODhKZFFWkeWcPy6DqWP6L1C8BPxRj/BYBS6vvSz/7EG1z2rYSCfcV62MIyijG+E2HOV1sd8FcSO2EKfFwp9f+k3/2NGON//bA3FKMkEBZWs6i9WLGHFnzCPIInZmNc7Ljc3BNV/Oo+3d5jA7UWhAnlg2xCm5T5rYFqcpnR0fM8oSvOisdZ1B2zPCOLYPOJZGEkXyZvHKYXwwFmfYSfXOH+uuOK6bg+GVOcvMj98WPkrqC1JYTIyKphI6q7iFHp+lrjG88kK9A2Typzj66WuAfJQmbnBn4uWFBezFl7hQlyGp7HDUGNIQGsfnoobsRpPBKJw2nBR1KOvGzMtY/YxHyRRMvIaeV5YuaIVU6d3IrvbGEnL5gVXQLAI3JW0Ey0QtUb+bAXs+HD2HUyN1+1XnANIEY9uCILoyxI9xD6AuBxRtP6IFkdCVNZ1p7CRkZIlocwgASVsVqYY21yCwA1CE8Lq4ciEWIkRDUURZCuCESrc1Z7HviW3EpGyLb1VECrYJkKX90F5oVFK8W6ZQD7oxGShNyPPM91F8mtktczBozWGFtiFUOYmPny7xAOnxQG1/wy5rXn8Nffh7vxNM9MIq9sOuaFwWnLQXvES9sJ48xgtGBR+yNH4wPHWz/opGKUv3WrMkZaDxYqJo3FTGGEMVh5CqvkUJK6yxAhd6VYo3Q1nS2EhdcxdO7Ka6KVDB+Ulg7VNxKpfO0Z4uJocCMI5RyMFTZYGkH3hX/bRVRuMDrDlgnrSb5tpJEdANl40BdNMp1G3ruYnUrYeDbjIDOcpM5ut3hExUCp17spfP2vcV9UAGKMv6KU+mrF4q2Egn3FetjC8ktKqT/zZl3DW11J/NMLgJZKqeeA62/nthyeZ3cda6+YVQ+4u91jXliy2Al104jC2B59CT895FSNmezPaENknVx357kZbF02CdjdcZqxNUQlOIdqtjgjGSLHlSdETYyBSbGDjh4KLXTJfCKjtK4l1mf4S5F5Yfi5TzzgXfstT+9d41BBl+9gE2OpDZFCR/ZLy622FedYJadbHyInlWeSaVzyqQKGcYQ9eZmQTTBZSSjmTKhpdI4jEFwpGTP5JGXM1GTLu2x3nxjS+XrNRohwvO04KBRaaSbas/WGUnlAM3aa/eYIluJ8/M3mAXfra+yXdngOe+A9AvuFRm+PidmYNrG9fGJjrRPVWTqX5Iwc++dfxlO9IPPian1IZpF6EGv22ee51ckCX8ZhGkWmoUlK/8xo0eRoOaUDtCHS+iBizqpNz4caOi9IztSpmPU43qrxVE3HJLPUfaxyVbE8q3FadDtOa6a5Id3V0EmBbOTbTphvmVZpFCnYTTQOjEMd3EQt7mBuPYd/9nuxjXhnxZ2r8Nv/B837/w1+69Yp33ljh+X4gPePFZ8/qocIbI1h20UWdYvRDq002+RBt2oCjZnTdJGzC7G/jRd2ZRuEEOFSl5UZlQ5hSCSxG6fDCXiVkRuNbjbiNgxELUXFHr1IPLlDqNaYek3UGg5uQlsLRpONqTsxMK19oPFSeEsr+qjSqnPHaCDTBh+NeJElrG3bBma5SUxGDdkYxvuij/INO3FNY8XhwupHNQt7SwLJr4f1ZaXUf8Y5bvJjwAtvdMG3GAr2FethC8tPAD+tlKqBlnPzstnXvtrDr2Rn8M3AbyMK//9QKfXvAB9DupqvMF9TSv1l4C8D3LwppnxjEwjlnAMjY4hGW/IEFNqTV4hnD4gHTzEympfPGp7KNqzUlI0PVJ3YeYzc+Sblo2xARivU7HHmp18i8zWtydl2YRixyHRGxhh1lBGQTv5JHD7JtHrAJBvxFz5whd999Yx764bDsaXxgVG3Qm9OMKNd6Bry0S55+jAV+nw016UPcYgR6xth3PS+WSDg6+aEYz2ltDl5/3FUmnUbmBkjflv92C49j1pBhmfRarGO0Yo6aorQQIyMQs3GjOTvBOrxJcls0ZZYzukqKQrrtu+wFJcLQ2HEYLIvKhFhe3nhAtAl48R1I2mEvdix6SLLxg9dizxGNYyc2hCpO/+6TVqr8xFZf5kYRW9SJQNMo+VyPtnj9B3uyBle3bbD9bQS4N4ZNWASADppWuoupGLSx+YKgH933QyZIpAwJaQw5hceqw/9Y0njWiXUYKVkjBYjBJtjXCtBY+MdTFYSu4p4ek8cEso59spjvCtbMX96f6AVW2SDfWlRsVu44eAwz53gVM5QOLm/RkXW68A40+wVls8fbdLzAY0Xt+ouiNtz6aQg+dT1KSVFJreaKo2QxRYnHxyvsTnu7ueJm4WA+TaD1RFm7wqkpEmU+NL5IA4Hx13v6nAeDbHt4uteh0bFQTelLvy/DYL7KQUqhMRYy4W8Uy05zDvuM3+dLukdrUfICvsjWj8O/AznHo+/BryhXddbDAX7ivVQ5TbGOI0x6hhjGWOcpe+HoqKUet/Xuv6bLaXUBKG9/WSM8Qz4m8DTwIeRjua/+SqP6xdijN8aY/zWg4MDua3UfivfMD36IvnmCLN6gHntOZm57l3FnN3GErg+FQHbPJdT7rLx5FZhFMPsP8Y4bJi9sZ/enuIj7OaGdetpLozSlp1sKFUXJBtlT5xX6/ElGjfmaveAP/X0Lgcjx9hpmbG7UowW2wqMzKtnmR4+WIvai5+XOsdCoivTaGkqM+fkEIy2TFIevE56CaKMCHrTRl/M8LOr8vekeXarLDMn+MPICeDfK+CjtjzYevJEfV61gS6bEEa7nHlD5UP68Eux6NX7my7S6IwtjlUbOKk8J7VP4reYrhdofWTTeqqUKnl7VVN38n2XQtK6RJkNMdL5kDa0wDLhL3UnIH+bCnBzASO5KPr0qTg7rXhqt8Ql/EQrRZ0eS+flcdRJ3+KMdC8Ho4xJJmSHo40cGla13HfdnUOPm9ZzUrUD5XqTRn2rxg9YjQ8MhbPuZHOsvdxfk/5mCe4aE7IJ/ug1ttkctXNI+4WPD2NWe/xywk2EAv3i0rPtRH1fp7yhdeNZ1C3LJPbJUsG8dVbz2fsr7q4ajrYdDzbCktu0nio9f1UX2LQiSj2tPM3wWgsGue3kvVWk8aCksUqcgH3wZRlL9WLJPtoguSFHk+Hn14jptTFaxLPbrmcCxuG9AqmzDPL6+ij/7y/n0rhzKBopY0ZvTsRnzebUhVCsi0eG3osJ5cN8/XEvpZRBsOr/KMb4kfT1k1/DLfkXEd+wDnG0778eaj0az2dprT7ydq6olHJIUfmfexv+GOPdC7//W8AvventIDG5yjd4N8M9+BJ+ekky35s10WboMieGQLzzRbJqiT54iuhGbFpxrc2N2L/Pxo5IGMBWrRRnCbeJtkA1a4qyBptzbeK4s+6AjonTHFeeaZZYQ2aGsTMm3RkRuLPquDm5RF6d8Oze7gCIqqaWKFylhQGjanbCmkWYctaEpO0wwykRwMVWTC634ovVB5JFV5DVC7bZHFevUNqKH1aIYHIyLeO+lRpRpBEbCJi7X2iMjmm+HZg4Med8da1ZNx3Xp44y1px5y4NtxzwXH7BMS8cWY0/7ltdk28XBc6sNMjMXUD5tWu05bdmlD3vdBaaZjKDatMGZhFMItVeTWz2MsUA26LqTYmO0jMicURSFJhDxXrqEXvw5tec42t7IoZXiYOT48vFm6DZ80rYAyWRTS/BaGpH1ZIIsaZ5WjRQPazQujUe2rRS9wshY6bz7Ej3MvLADXbm9oOOR5xGsK7E2R7kWe/g4k1c+RpweYHYvYTYndNfeg67XvHhas2k9T+4W7JeWV5cNN2Y5mzZwUnXcXTcYBa8stsxzy762ZFrxe2cVk8xwe1Xz6lmFNfp1Bb6wmtwYeqxMKdLrmcxQ07F0UXsKIyOmXAszTDVb+lgDsydZQlGLA0BUSkwitWUdHdGfj+C27Xnh9TbSpdetJ5aFeH6/fchY7SNlIXRwHyJ5myIlnDgEBKXR1Rl5u+aSCgT90Bj0m69vkFFYytX6lrdwlbcSCvYV61EVlrd1BFDSX/1t4LkY41+/8POrvfka8GeB33+j67/hQ1DiZhrdSE4qSizsw95NoR+aDH1wg+ByQjZGr48IbhejFPNc2v0qjXX60cvh2LJpA4s6cFDOMV2F6ioak7Fb3WO/PcMXl1jqHaaZIcbIWROpu8jIaUbFnLNKCtVpC7Nyj/zu5/DzKyKWuwD09/RKP73MldQ1LWrPPJeiNXMSYUwLZnMMJhMANAbpYpIGwYcoYwaT0/lAZmRjoGlxVuOcpo2wbiOFlQ9rHeQ0G6Io2f/5iwuuTnKcUSxqiYBF56wawX9WSrq9dRuHtMjSip5knQpKl06ZdSeq/pOqHTLTRS/SBzvJBr2J50B+/2/rA06bZPkfU2cREuAs3ZF2Jo0tZQfaK3NhFiWsBUBHNdjCBATvEAmmG066/Wu+qDsORm7QtJAu77RObLLzDqXHYWTsJN1LTzAAaFXkZNsyy+3gn1b7gFI9viPvk/42Qj92AKqgKKOMd8knRJtjdw/FPiUE9PIez1y/wf/0qTtMMss4dQ91Glu1XsaGq8azTXHYPsB+afiBJ3eZF4ZXzlpeWVTcW5+b1vbdcWtl3OWTw0H/XLQhJkbbeYdaKIYxa+93FmHwa+sFsaGYio4pjagzo1hUPh2cEr07BnyQItwkx+ZtG8isgqCGomK0Yie5Sfcani6bYIwbtDTKN0OGT5fP6B343vFSesig+QZZbyVX66FDwd5oParC8nZfqY8C/zbwaaXUJ9LPfhr4UaXUh9PtvshDGKXFvrDEgF4fS+53NhKe/WRvsI4Ik4P0ph9JOFbo0MipSMB44eCDnI6ckhOr1YpZrqhiySgpfJ1OKuLlXemMdnboggChpdVYLaMlib01jJwwgExXnav2lYaezpnigMN4HxU68nqJK3cZW3mZ5rkh8/VQRAarjT5oKY0Bo7boGInGYhXEpJsIGLwbYUKLVwaQmb5N4GwXZOxXJzv8eS73u2k9uRGRaBsSUDq2jF1PoZUCkhk1ZKzECFXqhmLCVAqjOd62zHN7DowHdX4fVmb/88Jyd9UMG7NOrKWRE8yrHyc5rZjkcuoHCerCiptBv/G7JALVSpFZwVtKnzYmJS4NysGyieyWbjipzxI+kaciopWkG04zy7LpKKzmVi2aF9G1qHOlfiID9COaocAkGnOetC9V25MVEv1ZKyDiky6n6mRsF10pp+7NiXS2+RhCEA3S/Bqj9V2e2BnxYNMwzgpGTrNqhK03dIRa8eV7a0pn2Csdd1YNT+7kLCrPkzsZl0aWVeP5Z18+Hv52H87xLaMibRcTFnZ+uzEyjI8DCtNb41spIj0lmBBScZE0UvEuGxO9FDCjRX/T+VQgSI4Tqs/tYaCCo8EhYlijFLNMOr7jyieNjnTnJmzO4wmME0eLcI7dvOOl+IbpWNJ6K7labxoK9rXWoyosb2sljvQbdTtvnX2mzh1YY2nPHXO7Cr3tiEnXgW9pp1eGTA0VPFV1fuLsT0Y9MLxOwGSuYdkKWybmY6LJKJUkLbaHz2BW9ymdnGZPqo66i1gDVzMNXYtRhkmWBHGdJD/2+MWgUE7/qq6WrmVySbQ0OlLHNF5RGaOwESV2lJz7mE/Q21NUsx68kpbzp2mKXVaNdF5ZrMGJ86/WNo0b5O/++O0V16Y5O4UZPnRP7hYYpTitPJsWqq7j9kpwgyvTbMCgtl1MSnmGmOP+dvvTZr/BQhpb+cAymW+uGhEZOq0GdtZxMq7sOxKQTUWozTDNzDAOW9ViiNlfrvWB1msWdUfrBWRvg4y1XDTnuSXpnW/TFTMjLK6Rj4ycjIcORo5n90s2beATd9fDiAtk5HJtVrCoOqp+fNdvelrho2JkNLfPKg6n+eAY4LRi1XTkVu6j79wyc36Y0amT6TfWTQfO5GSjXXFA6O3hfUcY72FOb/F9j1/m3qbjyliK4/FWip7R8PTeiGf2Cj762A7TTPOZ+4K9femk4vIkI2w6LueRWRF4/2WhAS+qjpO25aRqeWxeUnsJnAsxYhCsy0fQ6X0AAqQrV6DbKuEoDAacfbxAr4WJJuMk+azVXW/fA3ulYdUEdgrLuvUD5tQTHS6uLP19OnpG6/us3KXhPQeRsSuFWdeshUCS3k+PzjRfvRV34z/29RZztR4mFOyrrkdVWN40+OUPfaX3nK7OCPlE0hltSbFd4HduYM7uSLEZ78vm5yNlbDj2bqB9amRjjFGYMJFzE78qjaSchtLmECPu9meob3wYpTR+ehl7+iomH7NXStt9OfPolSjvY5qcTDINlR5OUF0Eqy1DQFEai+l2i1neI4wus+zUwO/PjCKkE58AGwLyqhjR1XJQO5dWTvn9yADjML4Gk6NCi9YubbKee+uGp3dLJmkcs2pEO3La+IEsUFjNsuk4GEnr34YIHZw1Ho1EDSulGFvxzZKYXHm8VZD8Ep/GHD6Ns4RSDKRR17KWInNRV9KGyEjLpt0ztnKrpRiFSBukI3GaYVTWM6H627o4ulLKgIZtJ7oSAbLlqdy00k1UnWyil0YZL581TDLDXml5sGnZLeT9MnKG2otmJaQiGGKkNBptFC7C/bUIS+8ta67OijSWCpSpW+u7GafFyTpaYcYZpYYupi+YPoKyOS40g2uy8i1q9QBMRtYsaUPB3XXL1bGlsILr7BbiYt2TP05rz6LuhoPTadXReMNBmfOF44p37xU0PvKJbUsIkduLiutTMXvctMLe80nr02t8+v2+LzC5zQVHuVAHegyu7wh7ckUfgdCGSGmFvdg/3klmWCXCQf8+dCnW2mgGEXHU8vkrOzno9IxABRTWYbIxul6SaYt3I7JHVQu+wVhhSqn/7g1+vAA+FmP8xXSZWSJQLd/gsg+9HqqPU0p9tBfSKKV+TCn115VSj/e/jzF+5zt5EI9mRXEZzic0VrCGLDTitupbyfcY73Pc9m9eeK2WfIYYIyfbbigugZR7PpyCpVUfO82DrUc1a+k6bIEKHlWvcPefFz+jes1Vf8xhIRb7/QYgIr2ICtLlRJMRUjs/FIlkbin+URIYVVjNTnWP0gpuURix31C+wZucaAvM8u5gvaHaLVHJFDnGmPytFME46YYUBONeN2c+HGfDadAosdCv0ybYhsA4M8k+JbCoumE0cdb4AbCvfGDVelaJbBDSJuJjZJabNAM/xyP6otKzvoTd5QcmVd0FGh+G7qdXu+cJLM+NJqQC1W+SfWdk1DkWUKfbd1rT+kiVGHttiDSJUABy+u1P5P06qz17peWJ7g57pUvjrXNK9SSzFyjQ8vP++s4oxplld5TJV+mYFzJGG4pKOB8p9dcHeT4VDMynnu3kEw05uuI8CbKcs57dAODxieBM6y4OEdBGyQjx3rrDGjUwHPvx3KrxnGxbvnBc4QN89v6Wf/qlY0bO8Cef2OU/+I4bfOeNKc4kgoLvx5BStPtCXnfyWmw7iR8QHZhgleKcEIa/4Sxl4PSebn1B2nbnRaXzfUyDeh2NXCn5CpFB26J9i94KuamwSqYFWiW2WRwcptEG025wr1PFvJOlEhPzIb6+PlaBMG2/mL4+iIzH/pJS6r9Nl/n76d+PI1KPj1/4+hgPuR52QPg3gY1S6kPAfwK8xOuzmb8OlhpGYXm7RldnmOU9ukKsHI6yfbx2wwfuwbbDR2G5HFeewmn5IF5QR/f/1l7sxieZjGwkAliwL3N2B10thA7qpjImswKgR1vIrDmKP9EkM8PYK15o7QM9pcrTZ6GHYkpUcnoOxYzaS+JiVGrYYExXDfejmu15QUJikG0S3fU02+GZCn4QZO5mUkw+fW8tVi7JmyykzWyaWQordNbveWzGh6+MXrfh9ZtkmQDjs0Sp7UJvj9LrNsRUMiScwUc4q1oqL53LKm24Xfo+xMjYSeEXptJ5F9Ofxu2FlK9eK9JvQv31epB/UXcD9bftdS3Jm6rvcGa5KOZrH9i0gXvrmuePt/zKaof761bcs31yBPBS0F6nnfHnxcVpxbrpqDrPvLDMc8sLJxvmuRPn6niuY7lofgmkzjnR3Xm9qaaKUUga+Ri9XaDqFbkGs7iNioF/+cqCNkQOSsNuYdgpzKALiRFeONnS+sCilhFeT6SY54bd0jByhu+4MedDl0ccdkecVJ7GR57cKdi0noPEoqsSNdun90Hlw0C7778qf57v04WYoq3FcaDxkXUXWHdhyNPpGdsxwjSX17jpzoWzF1dPGS+sGuxlRiZyVotkoL/f4VoJzEfpwYn5USyl9UN9fZ2sdwHfH2P8+RjjzwM/CLwHIUj9KYAY4w+nf5+MMT6V/u2/nnrYO3rYUVgXY4xKqR8Bfi7G+LeVUn/xLf1Jf8hLhRaCR28lLKsyIxZ1IG88Rgnd9njbDbnms8xwvPVYIxvBsvJcnWaDeK6nfWZGWu4OYUvtl4YWg5scYFb3UZ2j238K5ztGy9fQ9Uo8xCYHnBUHTLWEV7nQiLGfyfC2gMhgltmGKFYtlfh4mfURzc5NjK8ZaRk5NT6yr7YiFHFT8cdqN0NBUb5JwU0pf2RzQm5WYrypMrHMaLd0yuKUHsZReaa5PMlwRnH7/6fuTWNty7a7vt+Yc3W7O83tqn31Op6sGGMMtiFyaBQCSqMAaUmnfCAJBBIg8AGJAKETKAkgEkAhQIBHaBIUQEQkcUKwCQaEhbGxMa3t19arKr+quveee+7ZZ++9mjlHPow559q3/OrVqar7nqqmtHXuPWftvdZezRxzjPFvtmORMlG1RnXjTRtspQcO1NSpmTqlrKKrHbcXFY8ONitc9QafvTxMeAdnXc0hRB4dbDJrKxOD3I4T16OxvZvKFQW6TWKxLxPKKwfE0oNIZad+MpQT2IS+rFOPw8/wYJjLYRk6nEmPRsCzfYYAlc8TmseP8Ma2Z91WhNEWBYejzMg7oRYzOjtMBnGmn8xiE5vwLvuJYYo0lWVKDwsBM5pwp2YipjH47yxnmLJBjxPMNsJBrUwEtggJrqGpMXTVuKd6+AXCyTMMUvFLvuGU13tTQOinSB0HtrFi0xg/ZJeQYZ139JMF8Mt+4pXHB16+3LNpK+4sGz5/Ibx8qTw+vM69dcu3PX9K6x0vJ+JlLi8eptyjckAiUHpK1rhNoo8ZKp89f1QtgBqa0H4Xi2suxX8nLxi2g91XuUwoUKy77f7fm/CrzP3SrFgxKqzy3K4R9CnxWFKV4UM0XsD0vjKLfgU8n6DI/fGGIvKnMH3Iv6mq//Td7uimofRKRP5LDMH1fyWyzQfrjIowVgvi4pRdkFJrdWTEDSmtnmvBjRemYPLp//CNq4RsyatZCh8jQ0GHoGUCDd70x2TsLa3f3GU6e4G4OGW6+0ni8pzXryc+13cmzhiDlb/qrqz486o0j0wai+3KJOyTqKMMO57tlK1bIuOhwHBl7JOceSyrWBKkM0u3uMPjwtyXYWcIqeGaZrjipLGA9LGNTyitmUyYk4EqsdW1aul0QMJQSoROhKt+YjvYqnY7TIQI93dj0viC6yEwJAh3SN85qCG9Gm+T8vZgk3DOMmonRXurSROqobJsJZ8JkTlDOIS52X88jhFRkEpLQcvqN5fEIlr8XnIfyDlDjuX3AqVU5mRm7m+anBHYd8pkyM47LncGMe6nwON+oqt8CYwhARWOj3XePwXGO6RVv0s9IIMNRx5H84rP94zfvsni4gtWfsW2XUjAbe9bk1vsYR+DcpUCvGVgdgz7MeCdXc/Lg5ElL3YDi8bABZ+92FmmmTLOy0MmhsZ0XSzjiGgRF71OqLcISTHCyle5RGclLbsmDuHhbmRKnKP9aBlRLhHeWz0J682las0ZY8rUzzpfnEEFe4adwHWcy1L5uXr/Q1IZ+wavD8b43cAPicinReRPAj8I/N7U5viut2z7J4HngD8oIp8Vkb8oIv/FTXd002/872CQs/9IVb+MRb7fc9OdfD1GFIN83g9t0kYKttJMQSVigSR7thuE2ILK5WFi20/c300FPlmlstAhWF9kP1kvpq0cdRystNAY0apzCjFSPXqVfv2MwYbDyEsnNaetT8z6JerrsmrLI0+GMZXyDM22shqxqxhxhsEPozXQuzucVpEK4zZoswRnUi3Fn7yyZqsmwmR3+Yo97Ou7xl6vFwa1HvfmZiiOW4vKJFjSc5qJaMZ2B9HIVmu2Wpu7YypPPLtuGNIKO7O2r/oplRAjD/fJfjmmSeaol5Mn/qZyDFNkyLyVmGCtQimH+dR8LvyKEphjOo92bTLRMJfTMg/FymBp22hIpBCNpJlXxsOk9MFW9LYqnzOIfE6sfHXE8CZnSNb3KX0gJ7x0e4lzFqRyUGorz7J2CbElpaRj2YmWMmTUjKhLwU9tkrTfWf9MF6fJ4Mp6djL2SH/NM/XEJmxxV2+gVcsvjbGRAAAgAElEQVQ2SRJF7PxtDxPni7rcf2OIOCd03rGqfclqQlS2Bysh3t8NBUBxSJnPx88XRbFgNkmbGfHT0eIp30+Z2zREC5jZrjqocmtZJ47RHFCcWBn2jeshKSTYOa+cNe7zfc54wKHJqsBKsBnhmJ+xwTW2IHyKQ8Xd6PVBGKr6xzEl4/89vX6Wqv4xVb1W1V//lm3/GvC7gP8K+GPAtwG/8qb7uqnR15dF5C8Cn0q/ug/8pZvu5OsxFFsh7VN9/1bnk3lUVrqdUSeZUf/m9cStRc2Pb3v+xU/dTeqqBkUdUrazrh0jUDtTvl3UjjE21lxd38HvL6gevUI4eRaVU66GyK1q4lJbzvpLTrsz+qhMMWIAxXSzJzhpburbas5RT/u52ZcmMU2+Gc3FFxlPX7IGfbsxrbAYTDFYHDLuIPhyPmQ6INs3zYtGTe7G+9ZKcs2KoVqw15YTjdzrhOsgxQDNJgErJTzYB6bWmdjfFLlO7omb1pde1KPEJemT9MpV6mm0ladW5fIwlZ7EvVVNHyIvX+7ZHqYyycIcKLwTDtEEBc+6ukzelXc4VWKEA3OpzKcJ7t6qeaIMkmHVObgEnRnwYKUx81Uxp8hcCu01Mk72/lxGAwMd5IbypvHFwnh3sN5Nl0pbV8NUAkXnDf5sDXtjsQOl7AgW4CCv7Oem/lVvqsTHZVMwn5xRKvziDDfsiL5CXIV2G9zuwoRX6zY5Op4RovJMq/ybP2nNllumMjEpf+OLj2grTxgDLmd2QXl8GMu53SceD0Q6IFZGwnyYTNB2Y2DTenZ7y+bvLBsiWsi2YI35LKVi91hG8EVcsPLWYYylHHjSmk/9svbl3to05kTqML5UV4mBZ+KENktGtWNtvKETR4WaiDrPVR9Yx50pgSey5PsewgcpG7nRSMTzd7Q4FpHvxkpl34uVxL5dVd+46X5uigr7ZcBfAP5I+tULWMT7wAzBVqGNF846X2CL+eGwJraySjpYtRNDKwl87sE1y9rReccLm7qUvERmR8KsiGqlAKUisutuEeulGRDtL5Gp57wx6Yqg8NBtSgkor+L69MoTeF7V5dVV5rZkx2Avlo1lhJlPZaksB6O+tmyoMoSYNksDDOTg5CrUV6ZeHAZqNd2ksL5LVCvv5NJZ62eJF4MPW4AKqvyfP/aAf3J/x37UwguBuWRz0pqQYOtdgufW3Fk2pWz28uWe+7uRTeMTSGDOVpqj3kUOAuZtYsii3EPJOl7H0NPby4Ym8WDyNTZfFlc8VWrviohl1v46Rqfln4ZyigXS7IVi8pVlTnyCCGcgwP3daNlbNAXh6wQY8CKsav8E9+U67SuvoHMm4sQCzrGOGMz+Mo8PoQRFE+6c78PdGInNkrA4swymtnJwXJ4VJYbnpvusGFBX8eZYlcUVzOXCAiSJc7bQJOmbfH3GoEZWTffs69uBPljAz4E/ZzNWzsr7yHI/+TtrIdq23pdzWYAM3jK5Re0SlNyxaav0LFkJrXZGXpbk0Kn1ohDiMnAggwVE1SwDqpbr1G99OkNmmNo7vT5844cxGsk3YeixbxKRxU3ffNNw+59jLPnHAKr6Y8C9d3ecX9sRogWPKd2wU1p5VmnVtBguqUPPWkbqxDbftI5Hh5Fve/GMoMoXLw8pxbY6sGl0SWkce2dCf4dJ8VdvWHA4fR5tDcE1NWte20V+9NHEZW8Qy+NAkkschqiy2nMueRzSdlE8I868v6uWetoXuZTp1seoBGS4ZpSKUS3ohKi2fSq3Wd29sma+b8BV3BZz0zOb3BG/fRNVxWmwz3lLEzImt0HBzuO9Vcszq5ZFLXzsrC1W0Bn6WTvhuU1r3I62LlDaLCn/8fNlkV8572xfy9qzbqsngsvZYj6OdVtZdpCCUJf6AsvaldJNOOJTlF6HWE+hTplFTLDrjGYCCyTHZl5AKtfZv3MPJYtUwpxJ5L5CLgvtE3S6dlbSy4TP+igjqZ0zyf545DVzhCIzSHvaNgW+vN/am9TJLi2WIlZKOiR0VeYdDfWKAxV719nCoTsxlGKzNM2uy9e4vayKSsJnLw6pIW4BBSi+LPma3Fo3dMkqAHiiR7VNUvu70QJpiAZ+sM/RUgEQKOoMQCFDdmkh0NWO07Zm3Rj/JnPHvJtfnc+9NsoiwkzEelPSSKXVygmbxs61E3D9FRGh0YkDdj/lPulTGc7d7PUhG6r661T152CIsQfApzFPlhuNm6LCelUdck1TRCreu4zL12Tkpvwi1dmdWPBYJxmQ2J3ikjXvQkdwNSdMfOK846qPtNW8Wt9PkTqxqK7HyIkMjM5qs8ukHNy3z+KD4q9eJy7P+cJOCJdDIYWta8fr1xNdKjmctq5g9/0RhyFgq9AqrQSXtaEiIglaWrWYFYrxFqKv0XbDdow0TjiUnoV9LtLQekAEmRInJk5oveRAxWK8QpsVsV2bTlg777sS229Q43XkCeD2wvNzP3rCxSHwxUfGFj/tjLx23GsQgZdOrb+Tyz61c+ZT0lsfq3ZS+hh5u6X3ZcUbUzCv86STRB3zRJuDS+sd0c0N+/wzu17mHkzxUXG+lLHGKAXp5QXiEc1gTBlSDkgXByMK+qMgtUgilK03tFKMyv1tj3fCnVXDbgysm4qHe+MNn3X1LAvjjNDpRVnWddpXmjSjJMfN3NPRUp7bT7GUgcB6LEPIEibCbpx5VwBj5QjasmoXyaNEaFxF/eDzjPULfOaiL+XMy8PczIfIg+uRy93IR24tAQNHLGtPm/pebZW+f+XYJ+O1fG3GSXG1MExKUyVI91GG4MUAM0HtmLo6o920iI3mrASlQMv3k+mEiVgPtHUgfZ/M9QbEN1b6ToTXKZrCs8oCH0dk6mmbij5SejPvd2SPpg/TEJGfBXxKVT+dLOfXqvr5r7DdrwJ+NvCtGL3kT2AlsRuNm56V7xGR3wgsROQXAP8Z8H/cdCdfjyFi5KgQlaa2m3FVz9LzEYfzVfHBXvaP2NZnuKSXtR1sYnu4nwoM0otj0zhkGHC+tdQ99WnWjWNF5H5zlyoKiyqtGqMiUVg3jrbKLPXwBPorB7CoCvqkj0iIVmYT55Fgdq/rKWUbGnFTz+NYm4y8SPHGGKLilQRUcLhCCpvJlk4w1BgQ6iV3XA/q7AVc9LGgkMAmsSnC337liq5yvPr4wEdOO+7vAtCYh/jBoLxZ6HEMytUwlRJQl+TtQ7QyyuwMqWWVnBWDay8l+Fhm4lOGkODCSZo9B4+28oVkmf1OxtTot2AigDk9rhsTfqxVaCv/RJAiTZzZA+Y4OOUxHpXVwFb4F+OMLlp3lSHb0nHna9lU86RrSDeHFy2GYWNUXNDy/ef7wLKch/uRZ9YWrLrKut/DpKWvkc9z5Warh9YLQ2KshwgP9hPrxrGua35we5sXT+Z9eGfabIekDs2UOEBD4LlNy8uXe4Ypsmmq4px5jJTLKgIk1YpMRIVIrZ5JtShARLXbUQR8KrVaL8yyRU1ou4h5s4SYG/+2CMu9ldrJbLwXJ6qLVxjbDSsd2cfOytYJ3ux9ix+tt+KuH+CWt4378rTGh6jHIiK/FWvCfwOWgdTAn8GqUW8dC+D3AT+gqu9aBeemZ+U3YP7z/wAThPxO4De/2519LYdDWctYViOnie3dViazftkHW/UPu+QJf24GVwnNUzvh+U2LAstaCjRyN0aGxprfbeXomDjxxjj31w/SavGoGeyEl05qxgiLSpIVLgViWjubrBUKj6IgpZKMB2JOfMRQSF25rLWnToz4VD+WGVmUuQPZo9w2mD1VKifmbDn1PB4CsWpNO03hajDgg6ZS3ZD6Qo8OUyF3ni9qfuozKz5y2vHJ86b0JXIJx2FZyuVhos8ijF5KgzujpsAyjrby5ftncuO6rXBOOCQ/lqwUfAwlztlIDh5V6qEce9KXbCUakfKN66EErBwkcl0/w2Xz74NSCIBv3Wdmm7eJn5Lhw/shsG6rIkS5GwP7bGCWAl1I5wPmxcS68U+AA7JwpHe5NGccmNuLmkXtWNeORW3N83x8Q9BCTsx9sf1opbLXrgbu7wYu9uaFsx0mvvdLF8VYbVmbdM2dZcMzq4Zl7XjpbMGv/uc+yrc+t2E/BL7jpXN+/idusR8DtxZ1kXPpkrROLgvmkUt7IkkHbMoQZC1EzWydnNUZclUyG3odJcIFUFF5ChgHTNxVgt3nsr8kNsuywMhgBxEMNdksLWs5XLDWw1eYQd7L+NDBjf914BeRlI1V9TVg85U2VNXfo6p/570EFbg5KiyKyJ8B/oaq/sh72dHXY8Sq5bTfEusVuzGy9IqkVeV5UxNlxVSvSnN4wciemvPOF5z9lFa866U3ZWKxSXGazODINRVtf8mhOqFWmyzurebTqGrlMyfzCvK4KQ0peGRSHmZL6wRWtbnxmZ/FDl2cIqOVUyaFOvR436ZUnxK0Msggf4ekQ2pQZCiaZPW441o6Ft0J025iP0ZWwI8+6OmS6kBm1Huxh7KrHS+dLqg8rBrP975yxU+5t+J6VDatqRAfpshp6xM3Q9NkY+cjT36td9wP1uTeDhYsah/p020bdZ6kvQibpKycV6gZ6VV5VzKUfD6zsKU1+GPJOFyqpwRlVh72RyCMKXLa1YXQ6J1lTFmLbN2YHlh1ZIFshD/Fp+Z+7R1hiiwSnyUHEoAXzxZJLDMkYMnMyTn+aSKaqY+UfOmzZEzr/UzqTE17TYuc7TARcUW0IWtoDcEymof7sfSRusrRBOHnfPSM8+tXuVxXvHRal3Ltc5uGzgsvnLS8uK5w/RVbv+bX/jMVX6Bm3Th+yU++Wxr3Q1C+95XHJfBnHlQGdvRTNL6MtxJkp66oQBw/K/n67cbAEp+Qg/PfvQiSHq9skTwGpc7bJDdNf/0ATbYCQQ2avRgPpXGuCnF1G3f94EZzyU3HBwVKfMMxJKK7AnwVv/v3PW6KCvtFwA8B/0/6/7ckXf8PzMhCjCoO//jLZQKR6WAp8HBdUFGis+5SRnuddT6Vr8TY15Im7CO46rpxNKEnthuWlTBunqXxgpt6JNrkcdkH3rieZk2mPFGn/SxqazjPQot2/LkJ3lWCVi1Ujc0WmBJslVZelRPuLqvCMcmEQ8F+quoT2mOWrfiiSebEyn45K3lMV85VPHrQI1qC3a2FN8n7hOoCeHM38pFNXbgIUyK17cbAM6vGApXM9r/bpGYMqXE+GTy3rXwprVRvmXjvLJtCisz9iaiWgdTeJTdIKYivY4TTGK281FZ+Vh6GoiacPwcoEOQsdZ/3t6z9E8CAklmlQGefb4Gkq3xphOdyWM7CMsjAifWQljnjiJmvI+lembXRVJNNQiXlPI4xFjh2zgrAsu7ce8mZQ1s5bi3qJNdScdoap6rxQmxXbMIWL8KdhfXLXlw57izsZ/36j5TewXTyLC915qHzxcuBPiidDnz24sC3P7/hzrKxYJO+V1SK6VpGu+UxpqwlE0HzT5gBC7nXkr9H7uGZb4/d30ETMTJOxdwPVapHX0oWFdarQkyv7zJUs5q5xsI/eyrjw5Wx/G8i8keAs4T0/S7gfzreIFkSv+9x02/8W4GfQUIFqOoPYV7IH6yRZefHHe1wZeqv4wE37gAYXVO2ayXiguk/OTU2c+vg3E+0DpaV0IqtMpXZd/7gWnp1XI0616XFMeJYiPm5VN5WltshFiE8sJN9mAxgcNL5ZH0MmdlgmkhGlpzak6J2LOMOl+DGuVS1rl1xzMuQ5TypqYgx+H3NiAVcL0KoukQenImC1kuS4q6YiYvGYbFM483dxBiVZzdWMhGBT55bUDb3Q+vN1F44X9QJomuT8GlXlX97oTDacxaRuSm5lJcl8I89TjIxssi2kMqKqU+Rg3b+97qpSs/iznImOp52VWH291Pk8WHkuXU7n48UUHIQsSzIlWPJ53jdVPZqq2TS5TntbCI+SXInp50dQ/Z2yciqXPbKkOVjzkruT2wHmxwrJzyztEnxqg/FVwZmJYJ8HUUoysimEWeN8Y+dddxdNZy2jpPGGbEyTazVsLUSZX+Jv37AqNh9tntEbJblvH55bLgeDTzwuA9cBPuuQ1C+6d4yZbupV5IiRbZ5zui7XNaz50AKzycHyK5ydLVL5dTZZiFvXxY9WFVhiraAkulQFMG16pK5V+KH+YbYnRKB9uUfKEKtmUj8vofIh0qEUlV/L0Yb+YtYn+W3JM2w4/G9ACLyp9/Pvt6NVtjl00JTfC2GaLSHIk6W8u4vzQfeN4y3P0EUTz3urPeQeg6jVISgaO0hxNKXcMO1cUSq1lSARXBhZOUdogF1FV04oNXC/FDqBYdJeb2HKVoNfpX8QryzSUAVBp05AqpZ9tt+LmvHVYKNliwoBRatraSFqpmE+ZaTGqI4glp5SQR80kDKMOkYi/0Z1bDl1bHl2bVpd9UulU1GZdO6EuQsS7bj3Y1G9DvrqhK0IspJYxPgW2v9Wc8pw4ytOT57vi+SBS/M0N1cTsp8kRhjCTSbI7Xht0qgHHNhlrUjePPCcSnAeWe8l25h2mTPblq8CC9sOryDH32w4xObljFagPmmZzZc7MfCw8jHZivwUAiRmYeRJ8X2qCQGFnjOu7qAForAZVc/ATJoK1+0x44FFrvasRI/s/uTEdqx4GVM2lqWWVuZDM2QZgpEfFE5VrUzePawA7V+26gNde1M7kUc++aUvYss1DhS00e+BX94jG82BZq8qCzzyqz2k7YqUOLv+MgJP/z6rpBJs/ioOY8a8q7tasYYy/H6tPjI/TeYS3ljqedSKgqmdHzclyQZ990t+oBu3JOdWCuBUaFyHggML34LUTxVmPBXxfn8fY8PUylMRH4d8OdV9a9+lc2apAP5HSLyb7z1j2/jNvkTxk0Dyz8UkX8f8CLyKeDXAH/7hu/9+owYrC9Rd8bjkGsk6W4hDp9WK7Hd4PortG2o4wS+Mtlt8VZOi8FUko9uGB96YmWoMCeeVoTH2nI67mEa0HbDlEhnQU33KKu2iqY6/xFlIos4mrKss15Hgl3W3tjEZCkI54vsfxGbBCacBZqjXk7jzHtlDAppgnEiSOhx1w94odvQx3PWtWcIxoS+6gFyUAGUI5l2LbyC3Whlio+dNuzHyKK2c5VXqrlkcZgiJ6k/UnkgJLSQt9LPdkhOkVGpq7nf0daOrjKHvzyJBtXituid0CdUXoa3tklrLJ/HEKGrKKS7XOI77SqeX9c8HiLPr43Fv6o9j/tQss6sv5YnxhwYdsliIffMMhS5Tn2XdfrZVq7415/mJn5vysZvXA+JNGmAhZkTYlDjMcbSS8lK0YdgChL7aKRfrX3hhqjahKspy3Qp4xSZe2MhZg6WLYoyoVbixG5yNN6zWN0i+JY3t1bqOpd9KZ06TNXbC5w38FrKWu+tmkT0jcW/xwncW9c82D2pwbUbzXYgZy7ZhyUHkrZyBUIdVBk14p1LaET7ru5IMLKflLqRkqVr1RLrrjivMu6pHnyB8ZlvsJIYoNIYBYEE32+WJfi8/yEfNo7KCfBXROQh8OeAv6Cqb42yvwL4D4Az4Be+5W/KV3ab/AnjpoHlVwO/CdML+1+AvwL8zhu+9+szYsA/ehV8zXT+omkoxUjsknOk84zSUkHxhdfks644kwiJwjJOhpzKjfHke+JSbXflAvsJE3DsJ9PxSqz17HSHUCbfXOqKWMBpnJTSGlgJrE5ltvYI7aKuKs13pyZLITFDSPWJ0kCBrcrM58h9IRGSWOYB8Q0XBO51wsUwkw0BvDOdp4zYERU+etqyrB2L8Yo3nB1LEwfqpkn79oRosh5nlZWHLvYjoZk5CXgtzdzcXM+T+Ay6OipvpfIa5J6TKyv6dWOZ02lX8XA/JVTSXBJatonzkgK5d/Oq/eEh0Hrhsg+FuLdqHEMwYuexmkAc5/4F6fzmYDem3st2mErJrQ8Gx900VSE1eifcW9ds+8idZc1pm71Y0u0oc0/Ltp//nUtB10cLjmxq5VI5CqRkvJ233uBujNxbVUms0voxUV3Rg9Oq5YvbQOftXm67lkPSzttPEbqaCcc0RcS1SDTiblBD9N1dWl+r04FbXW3AljTv311UphN2FESW4rk4jE9I1xzbA1QuZS8Oxin1XdICpzlasGQ+T9ZNyz2YPgpOFF91tnDUiHYb/PZN4vK8mOd1GAyzLNSmp+QhKXyQ+ifvOFT1twO/XUS+GdN//B4ReUVVf/7RNn8L+Fsi8v1JW+w9jXcMLEnJ+LcnkbLf9F539LUeAlBZ38lfPyCs70KdRBlFEI3UOszw21TecuI4xHmyl/2OoVrRSmTEUfsGH0fzkReQ/oqxOqPzMLUnOJTrSbk4hML2zdpGjXccO5c2qV8gYpNAlSaLxttk0iT02J4aIvjUyAy+xWfJfd8SUollCKZn1nhTGMiQ5qAGdd4n8cFlsyQuTpGp5+6puVXeqgauteZ253hwiDiMeLZPPaBV7Uqgi+2GM8WAD/srLupzrvqYZO8ty8oQ0OxLXldWTltUjq1z1I2jD4EQK2pvlsI522orXzKVnCkYc90+M9sL54C0GyOnKStyIpx1T97GHikIokRpMNhxQnVVzr5rLv1ZX8XRpN9lFeSgc6Pd9gWn3vZ1nhrj2ZOkqx3DpJwtqkRGNFj5abJ7dqJsWutLTVF55XGfyLYZLZUZ7VIC2aJyRXUhj8NkxmmLdJ4ab1ytftIia2TnzILAfoq0zYrHo1WGM4M9qi1++qBJW69ir9A5+6IZFKJqYI/T1hCLq9oxugZRWxB9+Xrk+VXFJPDipp596YHPXgycdzV9CCX450DSpJV+VrgIEZrKzk3O2AAu9mMRzDxpfeEpTUGZXIIUo1B1cPp8ElY94PaXxAStl+lQyMIqDte/L3PEoyEfqsByNN4Avowx6t9OQeVPi8ivAX5O+v/3AH9YVW8kDf2OZ0VVA8a+/EAPFVe0swgB/+g1qjc/Y/LxqpYui7PVezQV40GsNCBiJaTtGNGqoQu2woupET5IxdVoE8jLwerOj5Mj3vWUeiJiiC4Tx5snozx84llkxEqVGq2aGo21y453BpWMqdzhMNkVYkCm3mRUsAtn3hamWlssiLFA07lZ32w/mlmYVi3VVdKRkySbrgnz74XOC6ftjNJyIlREXH9FHQcGsSzq1ccjP/JgV7gjtXPFpMnUaO27i2QzJpu0jTthGcZJknUpTXuXA1POoGY0VM5Ycr/Cydz4r52jSkFkWbti5JYzsSqBFTIyKx9jHhkiDLM+mu2fgtZapj5FTH2MjHgDCsx5UTlOO/tZdNC8lLLVrJhtttcfPe1Y1j6hx6zP0Hj3hIRQ1pg7HNntZmHHvOrPKLGs5JCNy6zZbqv+RyOz6oPY8eynyBs7y6AaZwuD1f5+OfdDUF69GvjRB3vOOs9CAicyO5A7AR9HrsdoXvLpM+w+t20WdYKwB30CeFA7C5oulfKy/0xuNeXy2GGMKUu1++DesirbZCSkqgXGIcSjJn6DVg3+8Y/jdhfIsLff+eqpmnzZwX54UGEi8itF5K8D3w3cAX6Zqn7z22z+h7B5/w+l10/HDB9vNG5aCvvBBC/+8yRyDdy8kfN1G8fgAufRasU2etYpUBRMuzgjETpPpKYBHo1mo3o77tFllzy7I/1kfJfGgYSRx7SpRu+oiTTa89quLr2AIT1EWfl3ngxmHouIlKZqZuTHVMeHDBmW4hronU9M/BGStExbJYkYVXxC0jhs0ugqh8SR9XjFj+sJL+y/SNw8Y6W1aaCP0CbocUzZzUnj2E0GQT5vDBgQ1T5Thh2PZIVE5WJq6IPxXpa1KyUhsIl4Wfu0Ip2vxWlyAwTYjQI5K/HOyKle0uRzxKBP/YcsvhgzhDdtn7OF7TCxaiy72g6zrHpGkmVvDniS51GUAuLci8lN5Wy7m1FpBfnV5mzKEVIj+s6ytv/r7KQ5xln8NKgSwhxkch+kq6RAa/N7Y7pXcn8hm83l65TLnfZlZpfEAnBQK1uFdC/kbGfIYpDOFiEhzCKU2QrCCabsMFwT6wWLtDhabVoLlCGCzsKujXeMVPyTNy94YV2XkmTubYWoPL+u+NLV+ES5MgfXPDL5UYXyjOT+Xj7/We7nwT6UBYNJA1lGma2wGy/QnRYNsbi+a06vkjKLFFSeJirsQybp8lHg1yZU7zuNb1fVn3r0/78mIn//pju6aSi9haVNPw9r6PxC4F+96U7e6xCRf0lEfkREPiMiv+Gdts+rEkRMhNFVbKbH6W9t/lDAxBvL6ieVSU4aI1tJNK5LlnO/1tqgymEwLot35s/iPFsxbawM1S0QZCjIK7CymEHr88SRVsOVlFLSIvUMxjgr/c5tCIWE0df02ava0aWySyZiLiuxenMMyDRwCJG4PKevV4ZyG/dGDtSZoXwqPVPqZzTOyobHMFitO17fmbHTboyJ42Hv37RVaRLnJnrJUrxlEHcWPh2rSzBZ2DQWJPLq/5h9ngPMaVsXPkkuj43R+hnZUXFM/IncYM8luXzeKmf9rSyamRVvM+/jWOk2pjJNbt7nCTFzUroEPc7Xt0tlssZLghNLUQ6eopWQYN5/NpHTlHGoHnmGpH5CtvXdT3M/ITfsVdN2pfdwdO/rLGiaSb1dyiA0nY+c2eb2kXeWpU/RCIe5RCRhZAjKWefZtKnHpdYsr7FMyGHSQ//siydc9gazz4FsPDoGC4xS9pefhwxECCnjaBI6zIKiBfPM4Vk17ol7bFG58sxmHbTaWfamKYhY9aIxEU5XmaxRzhyeZgaRURPv9HrHj3l3c917Gar6GwAVkV+VXj/1q2weROSTR8f3CYrP6zuPmzLvf+lNP/BpjdTb+R+AXwC8AvxdEfnLqvqP3/ZNWR9LDuXmMhy7UB0eEdsNEicmkoNdDIzqSkotIuA8k1+WlVluIA8h4pe3uLV/xNCeJk/0qTCyWy+8fm3lx2VtK8CCaEopf1bwXVQWPLJkUeUMCTalY1kkz26fHmnHw1AAACAASURBVLYMJMBV+H5LU6/swXbmOyFhYO1HQr22Elq/LdDpj25q3MNL/tFVx0++u6A5eRaNlFUeAL6mGa7QeoETT3A1DpPJAeuxnKs1cp9dVTy3rs3fonGA+d6EVE6ronDX7anuf46rZ3+KnedxD7TcWniC1rx21acsZ3pi8s4yH89t2jLJn3bWFO8qV5B1lU8ouEpS1mR/uLusiptlLk8WqZCYpdsVDRTeTu5RFMOpxAnJulf5mHLpa1Hb595a1ImvBMn9pmQZx8OLIMcil0eZzBPbuYwgtO9WvQ31IWSOhn5lQFKew6Jan8UHRdPn5qy2S2XP/aSIS/ffuGc6+wgH19IxsfAON1kQqWT+4DGtRSPCPgh3l956eWKzzjF4JGt/5fPYpTLhMUIyl3zze3IZbtW4kt05gSFBrLOB1xiVZbqGD/eBTWNlVivr1qknWaPSQgLroNGUng8frB7Le5rr3tt+fg3wy5mRXX9GRP7oV+CyAPx64P8Tkc9hVcePAjeOAzcKLCLyB77Cry+B71fVdzSNeY/jZwCfUdXPpWP4c8AvBr7yyc6rlOT5rkkG3g3XUJuNgBv3VgZL5YZaHKT6cL651TdFJC8KNM5qyd5VXPWBMwyGGUk9BDEJ7zd2U4Ha5pJKDi55lZZXoLlMg0brAfEkHr7x1tsAkBBLX4i0XaMTiqN2HhVKb8UNuydWZeor3P6CcPo83+xbrsdInUpYV31IwAFJqgWR6GsatZV70emT3POIrBNpb4rK3SYwOCN5rhtXBDpVlZf3LR/3DVNUOgbc/pJrf4cX6p5L33La1kWnChLEWgwmvIuhlLmcCM+trWxxCDAFY6fnn41Pyr+jsfsf7KeysoVshZu0p2SWi8nlwyx+6ESKIkL+//E4FodUhTFdXxNJNPQfzD2RzhsyrfJJEyvMgcmLycarzr+LaCmFegcS5wwEp08ACvL9kQEJxxlIjlVZJws4Ks3ZZ1epJGcTupZjkhiJ9YIuDBADQ5KYz9e7Oir5tBK5nqynNx0Fg9wzcakUNkZTtPjy1s7RFCAIR/bfwkVv9s1V6nXlRcPC2yKr8abzN8vpWNa1bkxNIt/Dj/pA6x2rOvV56kXhgZUpApM3epo+9U+Jx/Lu5rr3Pv4T4Geq6nXaz3+LESJ/QmBR1e9O1JJvwE7dP1XV/qY7uulZ6YBvAX4svb4ZK4/9xyLy3990Z+9yvAB86ej/r6TflSEiv1xEvl9Evv/+g/sWVMQRl+cGN6w7GGfBuanJWkL24E0KjWYEl92ghzBzOpxYVqGu4jAlKQlvQn232AP2oGYi3aapivprtpvNk5zDkCww91PUeatbuxqZeiox5FVFLJ71MvUWVNLLEC49brjGYXpXmcxpO/KQkEsypWarKvf3k2VlaqWPtpqb2RInC0SlRGLqsXmV54ZrGi+cV7GUWmLVlmawTwACoHxuOHues4c/ZidSIy/tv8DOL7m7nNFcXW2IqLySzeRREVvdZhHBQzgi1qXyYrb13bTG/7i/G5Icy1FPJZWQshdOvqa5kZ+33Y2mvHDVm+xMRlZl063svX78npJESp6okxRMylxyqS2HpFwKy+Wh/D1nQEG2Lzjutc33ekaN5UVK7aTA148/69iUbgiKD32yjkhZHEfnoTJBy0WdsvvkARTqpQWvtO/6SIewmfZE8UXl4JAsu53MNta5FJa/R842RWZQRL6ez62bst26sVLsKoEwamfeKUOIpUeVT4nqbJ53PcbynccU7Ht1xWNINFr2ksE9dcdTGzdv3t/Jc1V6/fKjT3nHue5pHS1PlrMC8y36E4aq9qr6w6r6999NUIGbN+9/EvDzstKliPyPwP+LpW7/4N3s8F2Mr/SFn6gfqOofBf4owLf+tG9RbU2oc0yqdb5dIylbwVU4DfjrB0yru6WHMsSKJozgTTXYO6sfTxHa/pLYbvDXD6C9Y1wVv6AZD2zdkgaDX756NdqqPTlYZsKclVOMEZ9XdrlR23hXSlw+2DXLsi34xvSPUmCQMM4NyDCiVTS5Gt/Q+doysVRDluHaGpZgQSZG3P4RXXvXUEKuptZAdB5N5SKimgNmd1JEDmvBMiUHl7KkcUL0NSFElg5cv2WpkdCd4A+POe1OuOoDHZGPNwcu3ZpbMRj8M06Mtz/BdW+e8mOMrJqK1lsDdlEZiOGknU2o8grbbKVT9lcJ/ZSyBWZp+d1oRMRjWfU8rOyY4Lip3L1PciMZuWe8CHNwpJp92POwyd8RmC2b891Z+DrMPR4n6e6N86Rv92tG8vFEAHEIUY7ABOkPVTX3Io55NUCB2V5PsQQxOwYpCsKVc4zSsHjwGdZnnyxluilY2bJxSTJne5+4PDfSrFMCrjxpogphpPcLOibwdTqPhmjMKDPF7plD1BL0wYLFFM2P6NWrqaD0sNvuCTXj7RC5tTBX191ombxxf/QJsz2rFgghKPsQStBxLn2eClMCf1TOM0bT+LPg4p8aQVLFFmA3HPdV9dve5m/vONc9pfFp4O+IyF9K+/zFwHvmqny1cdOM5QXM/ziPFfB8giK/q0j2LsYrwEeO/v8i8Nrbbi1p4nM1+0nZJ6ludd5eyTdeq8bMnpSioaVptZ5v3imtjHb1SSkpBU1S8kEZfMuysiaipeu5oWiHkgPIIq2684RjK1lK417CYEEjER8ZDyUrKQJ7KWORMJb3uMECh9s/MhWBpJmExiealFp35rCn1qBfNy5J1NjPBTMkXcVRXb2RpEzSA+M8MvUF0inR+ioSBqTfIocr/P4RsVnhxgOb1qOuom82nG+/hHYbCBPj930n/uoN7jSz0q71oaQEldPWFbhq5lrkn0GV/WhN3U3juB4Dl70d+6K2zCcTI/N5zmgymJF5uQHeVkKTan05G8kWuLkxbmS9JzOgvL1dY0qwE7H7pUkZVtbr8ml+zgEvbxeSpULUJyfX/LnHc5XDjLGWiXmfJep3ySV1ChSIcUaO5Yx7CMrVEHl4+kmGo0ymXHMSIqvb0GtSi5akjZeydQkDOMtQctknI9WapHzgjz43o7P2R1nEorJy3YsndelbRoXrISR+EaUvZo6cscD/a2fXdhbfJGnjaeIHpSDsZv5MH+bvOmWEnvP06tCnOV2nDPEmr3cY726ue8+Hq78P65M8xMBYv1RVvyYVp5sGlt8N/JCIfFpE/iTwg8DvTbLL3/W1ODDg7wKfEpGPi0gD/LvAV1FUlqIurGlC6JPBVIhK8K3dCIsz3NRTOSt7jdHKQ/lhro+evahYKWh/yZTIiCs9sB8NfdJ44Y3dxGnr6Srh1sInTSWbMHOvJNeqV/Us9e7jWCCQEgbziQkjMg3Gkh8zsSsFjLzKSjVjCQOuv7Jtg2U27vDYGpS+tt9lr4r09xAViVMJTOqquYGfyGOzt7qtVAFO6iOlgGGHv3yNuDgD53H7S9y4x+0f4bf3OQSliYNpti3P0WaJ/+f/Q4a/9mepPv99fOzhD/ORk4bzpCYdVGlTE/4kqUsbQgieH18vsNjKJ/UCsWZ/631BemVRw8471o1NHovagv4QbOLyb7nTj3kt2aHSFHTnpn1WHj7+e3tUosuLBlVb/u0nyzYOyXtlCBagKjfDns1OOBZXxWOYsU8lNCcZljxDo+/vBvrJSKJ5Qs5/y0rUGVWWm/S7MSZPm6wN92Q/pvje7y/pmKix+1rgqBSqEEPp+eWehZdshjcrQRyC8uZ+YpfY/LYf05TLCeCdpRGNr4dAnYL9djQH15gqBfvJflqfxrTbcgbbpwXjPtk0589d1ZKqDfOYS6DCgSqRh3UuGz+FoTd8vcN4l3Pd+x5CRpy83QYi332T373duCkq7I+LyHdiTSYBfmMyiQFDDzz1oapTssf8K4AH/oSq/qO32z7rZVmt2W7KdeMS9FM59ROx7ows6SokBkQSSoUap7NgY74RFrURKsPmGc4qQz/FZskyailjbRojxflxR6wSSECgJhLVI+JoknyMhJHGmSYZITXkp2EWz3tLAHH99QxKaBaWPVQt/vGX0X4HyzP7nassM0nbipuKgm1u+vvtm3zeP8cn3SPi8rxI2nQka9c4ERenNOM1U7M2tYF6gb94GZbntO0GidFUC+oFoerQ9V0jnGkkbp4hIoh1nHm4+ZiRFishINT/yq9grBf47ZucffF7keUp3eo2i5PnzJ8lDpyFa7ayKQ1wbU8h+YzkJjxQrmteDJy2jqBGNIyaVAcmTWoKtk3OLHMwySWmLCeSIc3Hni1OLLPJWla5d5LFITWVr0SgL5mDJH8XU2LI9sSt9yzE8Tj1cUKEVeN4dJi4vxv52S+d8JmHfVEBzooG2XEz9+V2Y0iKAJ4x3Ssmd6IlKBn6zYKkYlnMfh8sSyJlbakpD4baG+SuEW91hrq7mOBzSrn3+ghObPHgpaZPmYam0vIzy2Qo90R/yJ5Jj/VeXtjUjMsKxc7Z/f3EG9dDQgpapu8d5ieT+E45CGXQAszABAWuRwv816MF0SkF5UUitvo0L9TAZXg63BPlSVme9/w573Kue69DRH4L8G9j6sYCfFpE/ryq/s6jbTpgifWEzpmDzwnw/E33dVNUmAD/AvAJVf0dIvKSiPwMVf2+m+7ovQxV/U7MrfIdh5UB5gZmc7REjVjTXdXKXJUzU6qOKaHxJW03K69GVdxk4pPiayqisYXHA1K1jGqrzy7zRpxnuf0ycXWL6Fuievx0QMYduArJBK1oCCxrxkfc4RIACVamA5BpBO2J20dIu4DFSck65i8VkOEavMf1R8QvcQa7BmTsCwomrG7zbBTYRepXf5jhIz89eVoA9YI4WdYEUI0HdHFqKs/pMyOCjwG8o18/w3YIJvuyv4C6Q4Zr/NhTNQsQx6mrkPFAqG+BkrKo0b7j+jbDP/0+qrsv0Dw3cHr6PO7qPlq1tN5xu4UHPcR6wb4PpZRkZEMLOpWbiYOHRJR8dlUVv448CodCAJRxsjTdi6H+cnnTJx+eqz6QrQPyLVT82F0CXhzBd/MYptRcrz3Xo4lbZhfKMZop2rGXSnavHINya1Hxd1/blt5KJkL2wZSSgaLB5SQRYCWhzY6W6EGVSo5LQJRynHf2XRtn/alcehIxA6x2uGJoNjNnBrtmGUmZFxCdTozS2HMRlCbtP6PHclaUr40cnf/530JVS0Gv6c6+37HCQgS2Q2Dd+AK8OJQeqKSKQ0x9NmESpQ+2OBzirEiREXE5+F0eni7zPpvtPYXPufFc9z7Gvwf8NFWz0BSR/wb4ezyp+/ifAr8WCyI/wBxYHmOQ6BuNm4buP4RNQT8P+B3AFRb1vv2mO/paj3x5M4vXpRvZC7g0Afho2mB9cElCJZWiUpNbnEc0lyGEgzboFBGp8NjDqL4lBGWhA2TCWBhKiUDGvWHoqxbpt0eNdbGJVRxu3CUFZocb0oOb4cSVNe517JF2gfZ7pNsgY2/BCKxJ36WW1zTiwjVxddt6IuOO7GsvcSIkC4EongU9/uoNdHGCO1wSu0QGHa5t4ggjcXMPt7uAyfanvsZt3+TxesGPPQh863MddejZj1ZyunRnbCpPlxA46hvc7gI/7hjufgo3WtCNqfwgVYvWS+RnfRy5/3kIA8HV6OnzVI9eoa7PTULGbXg0Wg/htLXJqpEZUdVlSDFWHik+86nPkJWmG58a7E4Y0oRdEFS5FJYzmTBDi03w0N7bVo4oxqCPqlz1oTDMs9Nlfg9Y5rOsPT9+1c9AjhTAjpvwmVGerQeyMZYTSjnOzL/suJb4ohRwGGNRBagToCAkGG8UC6CZMyIyG5VJihx9iCwqj6jivvD3OHzqZ1NJ7l9kCPKMBov1ooij1joRtC7Bw4KgFrmZnB3kLOY4wJjsjAWIPGN99LTh/s6cSL0Ii5oEY/fmBFs7rofAqvHl+w3BymlOBN86xjhziLwID0cjE1/1dq3XjStSNsfgjvcznlbG8nUcX8AQvhkq2wKfPd5AVX8/8PtF5Fe/Db/lRuOmgeVnqupPF5EfTDu/SLXAD8xQ1SdWD0egnkRAnIi+Nvw8uYwyL/eyerB3vpS5urDn4BdFmrxLCKPOC3I4EKShdlZ3dofH1hNJD5/bXRgnZjqg9RI37JKUTLRg0F9bv2TqIUZ0GpBmRKY6ZTbBehibWxAGtN8h7RISJDc8+DJS1cTdFf7uC0b66jYQA9oAvkGryY5r3DGEyObBF5huvWR9mWGPNKu0/crQZt5gz8SA9FvLLuqOsDjlXCd+2rNLqmFLaNc0PnB/P1kvaYo8GB2L6pRN5WiqHVEc9cWXcFdvMD3zDairDRGHzXTqKt48/xRntaHigm+5PnmR6/3Erf6Cxfkph6TDNkQzNhsjTJp7LoYQG6Py3LriMxeBh4dQEGVZsiVEEGdgjtwnymKUVlrTolZc4MXMsN6oShgtY3m4H4vzY1bsveqnojVWO8fDvfWlerHJ0wQxXXkvzCvvZe2KL0ne17I2K98cNHBaSJrWW8rbR2pv3je5JBijEuKTemeQAGo6o7V8arwPUdEJNi98oy0WxOyJg2I9lRgM2FK1hRMiCR5v8GfSOdZSlnIyL/KyBl8WRs3bzhI6FNHJj511tN7xuYsD9WjX8PIwJXVrO7eGHJuSPYLjsp84bSvLzLxlJdsh0iSjvYshFKjz41Sa7Cp5esFAeSI7/qAOEfmD2GXpgX8kIn81/f8XAH/rK71HVf+giHwHZuhYHf3+T91knzcNLGNih2o60LvA080pn8IISoEmRuab2HmrG+TJTZgbrjATyqxERSELjtUCjUpDIEiN08B2gLZzaHJjVOeSrH2FuArihN9dMJ0+b6Wk7KHiG2Q8gGoRwtPDFoB4/RhxHg0BqRuk6Upg0cM2wYaDBReN6OEaqWqoZqKXPr4P7QqqFgkTseqKzD6u4uIQWJ69wNSsqYKJDdav/wgXd7+RtQ6orzlIQ9s0SNXitvdL5rONnrWO7EKkd0sWaZWaYa7bMXKxD8TOJq16cUoUZ4i2YWerXYEmWchm2OeqVkagEYcPPaM0nLSe0D5XeiLewTrpqr2ZgBKP+oCqCTv6YNcvK/1GnS0KMoR3Sqv2XB6So8ABc8MeYExKvJk8OQbltKt45fGBTVs9YVSW4cROtGQ2WRrfOws6y9pzOU0sa1dgtqR70+RZYpHkP7aIzpDnLK3j/KwJVksmZD5J3szluxApzP2cQVjnK5NGZ9WHIWgyxrtg6SdCtcaLzvyLROIFg73HuivPT27Q99Oc/WUeTQ4mq9rhEjk1a+Adc23yefncxYFvurekD5FbrsbJ7OFT+1w+nM/fZT8VtNUQIrXzqQR2dC5kdjIdgxKcBd6nOZ5WKexrPL4//fwB4C8d/f6vv90bkoPkJzFL+sx9UeCpBpY/kA7onoj8LuDfAn7zDd/7dRsZaplV1J3M7Gb1dTG3ythzmWyiq6vW0vWpL9L7IVoAuh6VdlGDmr7YeWer5qpqGRPSR5qVBZcwliDixj0y7BMbzZVMYyY7BrRPVqnDAaoGf3aXuH1kASUEXGPQT6lqy2japZXImo64v0aoceszwpuvAuDbBXr2fOqz+Ln85hueXdfQ9/jQs21vsXKB2F+xZjDL4jjixHpQdUKWPdAFt6oJUcB5hkGRCCEFrLPOJ/KaY9VoUqqFL1wrH2/3TM0aOXnGzmu9SBNVKPDpBgoqDnE0XUvrQNUkZnbVmsYJr+8mvvHwWRa3voGlV7bOVu5DVLbjsX1wuu5HvbLSdFdhVC2eIU01w5qzUjCQUGqGAusDBcX3pF6Z4mpXxDfHaKoDuzGULChEUz62Mlckpp9AMSrrk5PnbrTzaWWluRSXM5Isanp8nDkYSSr75pKXNcoViTMZ0iZ1Y703zv49pdLVmHpUy2yWlYemD8TNPRaZ5YUy98Ql0mee5Avq0Qm1WEDIvc/6uA+TEFutWMnx3soWMeddXa7Zg93AvVVjZNBUJszB5ZAQaVY69AWJ50SeAGGEaFlO630BgTytWGB54wd/qOr//B7e9m3AN+p7jJw3RYX9WRH5AayBL8C/pqr/5L3s8Gs1RGbEz5jSa0iSG2KS8227tpXbsCM2y+KopyL4qbdJbuqJzYo6DOypuev27MMKVaVzJt7YptVuRplEBBcn63HkB7C/RqsamayvIg4reSWXynh9Rbh8gLQdUjW41QbdX+FWiTvT79FE7tSqRpfnMB7QdgVjjz+9bX+bRqrVR9DhQLy6QE7uFbfJLBwYl+e48UBsVjweIqDgIGyeQcKAF2FwDY/7zDOpaZa3ORWBGFl64XqqudPpzJER4eE+cN55xjjzJg6TyW98sW+RYeS8OzE9s4RC87v7uItXCPc+ybY+Y8XBNNzCiEucGxkNRHBIk99p6wlf+Dzndz6Bf/Q6985eZGRWt90luGp+BDKfJWqS5knFGU2ZQB8Cu/FJu99l7VMvwgylaueKmnEmU/b9VFbRYFlJ/vtWpzKZuSjmsNhUacXtityLE4sCGaYLs+hmncQXzc/GFVFT48zMis5jnF0YwTKHx1MorP4cbHIvSXVeYGU0XS55GYNdeMiCVeNowmhAk/xcxcnupzgxuoaKzPPS/OCV3s0UFY8dax+Mx+JLsJ9HSM35EOGVPrJuHPdWFV3K0CrnWKSUag4SoTTqTd7GkAm5n6WKAS9cLlu7kuntjP+cDOCedsbyVD/uazqSRMt/DXwj1msBQFU/8RU2/4fAs8CPv5d9fdXAIiK3jv77BvC/Hv9NVR++l51+rUZ+qKaoxffd5EmsOS4xEMUXraBDFBZ6tIKRWdpilIZK4GFYcJKQLhNi7OMIhJHadYYgQtk1ZyzHx7av1EeQ0bijMo1WBNZ5YgZwixXx+jG0HVQN4c1X8Xcb9OQedBtis7Lm++HSMp7VbYgT7nCVHPIi7nAFwzVUDVKNqcHfFvmKsL6DpPLfmOvcCo+DZ1FZI5Yw8uZhKn2HrMPVVebzvvbCg/2ELjzL2iavYYrcqY3nEKUxtJHCxX6iTRyeEGDtAg97x3lrkGhtFqYoII512BLbjaHyKo8fdzPnZnmLsA88OAReOq2Rj38L/uEXzVfGeWIKKv0UE7x8vg8cUso1lTN0VS6L9SEU2fssIZN5Kp13+FpYYNpnuzHMvZbMYQ3KpjEZmYf7ES/CuqlKk347TFaOGpV+CrSVJxt4gcGFT1NJbTdOxao41/2PLZXBSl19Cl65LHbsHwOZrW+/iyhDsvB1YmVACyY2YTvJmYyw8LCfLLg4TK7l4BdJ4Vpn+HrKKHP5zKV7fkylZy9zOTkj7Eo/SyjW1hVW+uqDEqPypcc9m6Zi3dgxTgnAsB8jQ4Bn121xo8ylya5yHPpY9gt27XfhCGig2f+FI/HLmdz5Vk7T+xkfsub9p4HfCvx3wD+PkSXfLtLeAf6xiHwfRyR4Vf1FN9nRO2UsP8BMpHkJuEj/PgNeBj5+k518PUdZtR5d8AlHXXVGDnQQnKmfWr5haLFs35rLQvvorTfDXNvug1JLTNbGgUU8EKslMg0sEswX38B0JMGSR4ylXh331+g0oNF6KjqOhIs3qJ77GLHboPWCaXMPUTVuSLMiVi0ujBAr4tJUnN3+UYKw1cSL1/B3X7TUPAYiwrS8jUaTij/xJtZ42cfU4NY0qQgiDdshsB2m4qkxBmUIwsU+cNJ6XtjUbIfAG9eGtjlvSG5LUkQBd2Nk03quh5l1/WZvsNDPPzpwb9Xw7OqU9q4tkLQ2bs61Nqgqtx+/Smw37FbP4KOyqITbpx7XX+LGHewfo5u7hKi0EnnlOpbMNC8qcsnF+g02UVVuVnPOGUkmQOYR0gRsumd2vU+7it0YjpSPleg0BYVAULizrO3zjprouffRpkZHiMoouYSUxUhJ5Tsrra2PZrvRSB9FeLKtXNkHJO0tNWViI0XOGmUe+95yVB7LKEcw3bVVEgsl+fgEkjhl1bLoLw3MoZHsYRR8a7JDahpctbMsvXLHz5uh04qvSgYUILRO2WGETe88lRMuDqGITjZOmILy49uxZJC7MZgyeCo9tn7umXhn5zZnJn2wqO+d8YW2w8RhmpJttNJ6z7HF8dMamvtGH56xSOKSoqpfBH6biPxNLNi8dfy297OjrxpYVPXjACLyh4G/nLDWiMi/DPz8r/ber/fIFzjXmU2GJGs3ifUcSEEmWQ13KCqt9UUqywyjKs5VhCnyeLLJbTfOCraxak1F2HlIqJbaVfa5MhK7DVVChOF9at5P4FyBG4v3yGJFuHxgx1zXuAQf1npJWN9lO5iZmIhBeKeo7CeHiGfddlY2AnAOHXs0BnR3idQt6nxZUe4nMyvrqoo3dyPL2iagIZpMym4MvHy557Sb4aMGx7Ta97qpGILy8uOhNGtFhKtJODnyXW68sKorXtuOxeK38vDwYA/969uB3RjZTw2dv4MPMGyVxnte6Ea+tHcsb/8kAFoiD3q4U08EaZnaUxpX4XyDjD11m2CvTgvKp/FPLrzsv7ZyjmpogwxBzsEl6KwX9uS9ZPdBn7gpGcp8Z9mYh3tlDPyL/chunP1kQjQocl4hd5U18PsQSznMidBPofRnYjqGY+RXLuNYdjMHrjFa2acoNqvxZ7yzgJGb97YPLeRQhxQfH4dwPUUOYT5fuzEmxQLHrWZlzqqSkGF5cZRAJ61zpqityvWorCqhL2TOhJKK1lexfSoO85aZEmosqnFUzGLZjuPvfXnLeVcXx8mctWVB12XtefXqUKwo1o0vqgjHkOz7u4FN6wmTKW/ksuUYpZw7nmI57MOACjsaB7E6548lQuarvI01sap+j4h8FPiUqn6XiCwx8uaNxk3D97fnoJJ2+n8DP/emO/l6jsw+Pq5BO4xtTxjNlc9VxnbPIwbU14y+5WqIHJLW0Kq2h7FJEM+Tays3isbCywjRSgbNcGVw4/FAOHkWoMAzc/Neh71lRlWDhmAEyZNbxqFZrNB6gfqaSGIyxzHVo4U3gG+KUQAAIABJREFUd1NxjFTlibKa1C2u6YjXVxAjcXGGitA6il5ZNrhSbPX6pcuely/3fPZiV5QKgAKtXtae2llgq/ysf2V1c5OnUVch456a5Dmj1nM5rudHNfJi7R13ljWHMbKfIq8+HrjqA/8/d+8eY3uW3fV99uP3Oo+qW3Vf3dPunp4Zezweg00cbIhCSICQl0IiExMFAUEkBEiskIAUgQNKMMF/JJFQQqIk2MKSCVg2CbZjy4piHJBjkN/Gxng8YzwzPd19u/u+qurUef1ee+/8sfbev1P9mFszc2fczZZK99ap8/yd32+tvdb6Pi47x08/GPnk2Z6ffm3Dr513vLaTIe1Lu7iz9T2qXWeFAJA+f0omRh38X8f3alRWrJ5Hf5z0txS05qWRIXPUo1JxGJwq1MNhOUx+IqkaluDvs6pyggmv+0R+lMfPChNbXDoak5kMW07VTxrmTyRBSSLpvab3MrjAtnf5Pkk8M3nJw1RhH6oMGCWthuTuGYJ8P7tB2mzJ/pggLP+kaCzW3fK8QWk6L0lljGiz1F5V8dyR1xDjrcQr8cqwyAz45GdjOY7DytKoSIScovS6c9m6GWDVDZmLk76DxD9KVU53cIyK2PYb3ERU7d70fX6hK8RjfZ2fd8n6zxFW/Z9EbIf/IPCH3+6OSqn/CPg/gb8ab3oO+IHrvtB1UWGPlFJ/HvgbyPH8g4iI2btyHbbBAuQWlOp3UEtLTLVrQrVAeZeH3RrhFjgvgpPJQrYc9+IUaYp8/9ELmqxGIDeq24okdwgErRnufiXF/U+IFEu/R40t7uTL0OevClTYO+yzLwpnpGpwz34Var8CYzF+oDQiANlrw370tGOgsRB0ko83+GoBbkCPk5gkWtObCu+E17PpZQaxH0UPbT9IoE/aU5XVFElMMEJmk+96bacKJiUTBcxMQPlBDMHGHqUte2qWhWZWiGNkes17l720K0bHvDA8HHrW0Wt9VgjTfdWNXLYDL540rNqRVTviQmBZWjGRWhSc1kvYnROqJYOy7KLI4X7wWJO0u8h6UUnoUaxtY8CLnw+Ic5YYlGLSwStM3imTh/gJtXWjsTy7rHj1smNWaJaVzQFfmPTiv1PoEAmY8pW4OMAfnM/tLwl2PiedJF2SuCCpZbNqZWbTOU8RFC4mvkJ7zlsJtse1vTJjAq4IWVZW5Q2FuC7KncVnXuW2m5NSn9IqVLvH10eiX5f6jMi5MMRAmdQtsmWAmpKLD/Lv4AJeJ7sCxaHzpUeSyuO9Y1la1v2IG5NIZWBmzBWAhAsioZQSZjt6jivh1HQHiLb0nbxdNSqClG8XNT6/9a5JGddYIYSfif/d8GTTrm9GJLx+Kj72nyil3ra6ebt13UP8+4HbCOT4++P/f/91X+RLuQ6RYRCd7CIPhKIWCQmlCdVchtrB45VhF3dsyVtCI4Fp00s7wGrF6+aUAc2gLAqBJ+tuLXyVehkBAiNYgW6642ey4J07ekb61s2RsOSXN0UqZXYDVQr6azh+DnPxGoOyuACvDhUXneOsHdGxfZWXd2AKsV4tKvTxTYEh18f4ILu3ZKHcOs+Dbc/j3cC6H3l93bEbJOFUViyCjyvL6axgWVqWleG4MpRG7JqrKO5otRhiJRIlAFqju02EuI6CvIoCgtvBZ/mS9J0sK8u9y04kdSJEdzc4Hu56Vq2YpSX13lXU1doNnsehYXXrI+Adq85nS93eS8tqHm2CNTIv0ErEDJNVcKpgk4AkTAZvSVHYmqt20oLqmob4ya/FHMwsjBJUlw/y91U3ZrZ5N7q8Yx1iO0y82n2sbqbPn3bdLm5oCqPy604Q5HAF2vzmJf4oPiPLUvWuo6nZ5P0yzZGsmaq90UNvZNO00rLpQpsMqPDKTCrKsRpN10yC58MUbF2sKpPpl4cozBlYdU7EWgvNo51UR4LEk5ZsIq2+etnluUpizCerglSBJORYmg8CWWNNbiPfD54ukkuS4JN/3oOrCyFkHSmllAi5XXNdF258Bvxnn/t7+9Kt2NrNInzOB1xEKvUuUGvDTpXUeJHRT1BebfPMQR+cAVYLnPW4MjxqYVHCUakpfU+vS0ksUabeF434hXuHr+as9IKjsZUqpmxwR3dEhmXsBc3lhknTq1riqiWvjzUz5dnf+ght5+mdZz+Icu3ZbuB0VjCP1VQ7BnpVUilFkj8IpsR96Bvw5YzN3lFoWHUiWNiOnvubHqMVm27kzqIS/5J4IRotIn+NlZZRYwXueauEfdA0oY9JQ6P2O0K1ECl11xFsjerPOYpyG5vexd2+yjLoCc0ExIDguLduM49jdJ5lJcl0VmjWsdUjn1XIlzTgvGJsnqHWisYKUVIhwWtWCBqvV9Lq6ZzIlvhxMnEDsvqwxsjsIglOJqFLLRpclVWMnizZkt5/OwqMuHNReiVWIrvBsaxEube24tCZjm+GCnt5TyCP60aX/VdS4juU6k+BVtR9Q64qgTyXSTyXIn7GPs4ccFJ1wWR1rIJUK+ksT4VISrTbwXG2VzxT9JSmgFGESEPkrwgIQFpcksTlPe0GkdApIoTZxVbyOPo85yx8zx4j/CMXuNVYzlrHs4uJ5LusTG5ZpcRZR04RfmpvJ1WCNIdK30WqBg+PeTrHEmpPVAueXqR/93S5nvr6MaXUfwk0SqnfDfwnwA9d98GftWJRSv2FJz3Bde7zpVpv9yVPw+jYJum3wmMxUToliKx42ml7phO4iSd1ErCrrMwVjIrWwcHDEGVcTCnSF0MnF3SsisbmlLE5ZV8e46uFaIElNrMVCZX75pTbM8vSyk7u4W7g519fc1xpznZDhHdOO6+EcErD1WBrabkFj724JwEVeLQfs3xIYTSbTqDAbbQTGN7UPzFKWjknJZJM9itm4wbVbWBo0fsomDm24AYRwdSGUM1zeyUdw875Ax8Ref40H/ronQW10axaUbXdDY46Btq0q0yVznk78Pqm46WLFqUUl71nO3jmauCZuQSlk0qLnP/BXO1sL4EpVZ/7Qb7j7eCzOOObEUJFHPD7cCApj+K4KnK/v46Olyd1kU3FRGoltYWm4bPR0y56Ep30bLqRIQ7bK6OprMnnaBreJ5mX1zcdqwgASH9PxM8Ek05Jb3QRTRVnLofIsP3gebQbGL28R7F3Dmy6yShMkIAB5fpJeUKJUrNyfYTqKmod0EiFOkaE23ElYpEiAHvoQaTicw5oJKSPPmSQDcTZVSQz1oXO50vqOkwzPzVJ3ZAcK0NO5kkC5ri2V+ZVIMloMmR7OsP7wGRb8KSf9+D6s8BDxMjxjyMCmdcmxT+pYvmjSqnLz/J3hXgH/IXrvuAXcx3uvtLJIxj9AN5hrCSTwTbsOsdRqaMnizwu+EBCEhkl5MrsCx8C2g30ylK6LhpoRTZ9v5WduxukdaAUyo2c6SVl5Fk0kSSYPFLwnlDUuPlNjFfc3w7shsD9rbSpTpqC8zjATLs32WGqvHPMn9uPjKcvsh0Dr4WCORJI2iH5t0tga940NDYRnjq4qYftQgAlYpa6W0OvUf1e+Cd+RA3gF7eFCxSlbHxzgwrkGOuJU3Kjlvc+Kyp8kHZVO0aPknjHTT+1gRLnIyGxVu2AT0FEwSce73jhuCYEOHeWIghyrvPC9iq04mzwnCVFhHh8ep8UbsnsfKXEJKwdJxmQPu60U1JJaDMXghwnH3Ib6rAVldo2wyjHtNAmt6O6OEcBCfqV0RzVBd3oOK6n3XqqXGaxzEhyLkUQMIBWkyujvLfJRqA8IBOmYyfmaD639dadE7RUCGw7H108ZYaxj49zsbX1ibbhw+WAGTv6Ys4rq57ipKKMx0FFuZ7BVFK5x5lRbTV7kkumuiKfv9EzGh1dJpVCh8DduY2Q+hDPExPJnFLRzQp5fLKj9m5Czsk1ftX4rDAqIsMGKhNlcvRUyTz1FXjLbOvdvJRSHwD+U96q//UWbkoIwQPfEX8+5/WkxPIdwPIa93lXLBcCZXSDlIsEvGQM1NiiTUEo5+wG6dEf64HLwV7xpy9jqb60gV1uiUT5i2gWhHeCnqmWMl+JDP5EWqzdnmArFknTKV4cJIRY8Iw3X2QbCjFjcj66/Y1XKqyL/Rj5EMkdMdodJzOo6EnvFrfxKLYx2G16YaKnIPhgO7DpR55dVCxKy6NdNAaLqBnno3Pf6AlBsxsDzew0Vygoher3+HqZTcmCKTPxNEQbgoBG4+nDJBo5KwzWwBvrHr2XnvqsEFLgxvnMO4EpWKYgWlkJ2CBBs7KaB9ue06bg9qzkbC9IubuF5l5fcMdGZV59wDT3IbZGyW1BmIzAjkqZQ8WPKS0dPUl/qNhaSyuh4iDOWzQTMswH6spGcIW6YjPsvAhXFmaqMsQgK2RAQVqHopaFDqx7l+c6g/fUCGGwilD6EIfdgpyanuuQ4JnQZevOxdcTEmuPVGVdTAx9lKL/5Drw/NGcql/zFacL9mNgEdoJfqyNeL3EzJFcHWujGDwUOhDi97g/AMJsR0kCCRGWNmeVMbmdOCtMbDe6HLhFTkfndtmqG6cK5k3BPSURUY42WbQy5ZaEVvtCV+A91wr7AcSK+Id4ghqNUuqfRwqG9yN5QgHhHVj6b1lP4rF863We5N2yErY/+WaEEMtVZVG2xivD5SA6ST7A/cFmO1x5/GQrvHNCAJOAIDunNNhVzmcZkqTLlWXho+EWkPvORiHkxuAjHPiYl3aKl843uQ1QGYH3VibQIe25QQVmGI5rG4NKyO0aoxXBROFLpdn0LrsUprVqx8jXEA2mw6Fv+qz4CZ6aEvLoxchMjT2hqAkmzhm6De7GcwJIiO6S6cqyMdEN2jCPw+sQfEQeCdnQaMVr647KaP6ZZ5f8g5dXzApR5a0ilDcF6EFPRE2QQLVqR0xT0Ean0FuN4ZX1yMM4/O1iUtARnbUZHKObiJNtHzKZrjRatLOUEAqHGPzGg0ixKDTbGNBaJ8TSymh65/L7GuJrJq6F80I4fGPTcdIUUYIECjvt6lMbTM6NSVYmDZyxEmhTYE0zmCRfkob9q27I1ZIcI31leO1DYBilZdZ6ec8T9FksjxurBfxQmtyiSuf5Zee5VVQ0DGyDldYY0cROGdrBx+piqqZSG7GIiL1ZMUG0U5tsFjcdm95x2lhCGGPVJRXLSVOIaVsbLQGUYtVNrUAXJun7VTvmzzTFAZnXpEoRnc6hSUPuaa33WJurDSH8lWve968Bfwohyb8VKfKE9XSs1N4lS2Z8QWCjOqFghAsxessNLe2B0YsLoVITrt7G4NCOnrlV7A54H0UYKaJJl9aWtZ7RKI3RwmcZQrQ0jm22ctgStMmkNBCQQKiPub8PvHTWsos8mt3gKHwk1BWa81Zw97vBcdoUMqSNvXwXAiaiTBoEpaO0xRc1Z6s+8wR6LwPv1zcdtdU82vXURueglHrXs3hx1kkOJITsmzEGsOUM1W0FudZvBQG2O8dXc7EC2F/g5zelonMdyvWU5ZIijPTKYpRmM/jMeFdKxAbPo7R8DqzRD3rVjUIc1EmWw+eWn/A/ZLBfGMWjvWI76CgRkuYycr+7cxsrwEnPKx3TVBFuewelodBRrBKBw65axxB3uPtRqpZV9F+ZNzZ6vKj8vLXVVMZkwmRKEk2cCSS5lyEnTwFgVFZlz5UqwmpX7SjvxYPXU4JIK80UBJI8scgzaiz4zNKf/F1C9HWJpE/nmEWy8OA9ZZg4b9l+OlZppVFc+oIjJRXup1c9txpLZRQLv6Ews+jdIqZp28FTauF/pZbtfpxmLr0LqNjq0gpGrbi3HrLVQWEmu2dx2DTsD3xnlhGZOC9NnqkkQET1pvNbR9RYOuYeUSg4bJc/jfUeq1j+R6XUfw38CFdlWn7+be67inzFz2v9U5VYkqorOmR2rVeB/ei5URsqLcSsi1aGxE2hsxlRIgi6AOsh5N1bbGbhbNZsYx8DVGMtxGFtqQaRnVexwnQDY7yAG+X49FpY2et+zCd8NyZyG7Rjz2U7oGMwShh8gbtCaWyEqobo4xHfjDZsen9lHuCGmLC0kovPBWbFBMVMjxXLVzI5b+YN3RhorWhLbWbv4/b4KSGQFjN8IVWZ3p3jjmf5c/bK0FOyMLFyadcUzQlepznX9P0MLnA6k9nCorQMUQF43buM3pFdKVkSZVHaPNeozIS4WhRSlRilON+PPLsQZdyXVj3bXrgRSk2BdyLISfAdvWY/SiUyePFdATkej3YDs0JzfyNB9e6i5OU4B0g7f0gVy0R6XLVj1gMzEVqslVSMeYDv5f4m9v+NVvRjyBIy6fMuK8vFXqqRyujMSnc+oE1ytAz5GAGZdzOZgKncTkoIslb5DBAYjCDG9oPnqDIopgrJKGkZ6vUlF+MNXjgq2fSezgW0ncWNTLIDJoIKpHJsLBnw0jtRsKiMyux7qxWNFa0yvEKZQKV05sGMXlBqSb5mVhjqQgsUuh1zK8yHwKqdeFxFTDCDC+y8wwVz0B68apfwhS5Bor6nMstvBP4QYtiYLoYQf3/z+ntKqf8e+D6enITesv6pSixAPHEnEpfRRH8I2I1i+FRFH/PEY9CKvJMycZd12BYIpsD4Abzj/mBzy0g2veLrzuCoCghKAk5rmsxGDsrSjh3rXsh/y8pmRIxUDzI8tUYzRuhqbWU3nhwC39gI0XBZmQw9BdE9C6P4mctt0g58tAtcdkI0PGkkkJ/vB547qrMZVQrUh456h7tWrRQvNy/yZf4xoVowlguq+x8n2AIbBSGV61lqzyd2BS8cVeLyWM7R7YqyuRGD88CN2sb35tn2jnbwfOXNGb/yaAsQg0Ek7qnJWyftSJOcSjo2gwu8einzFm3g7qJADy2aIs8M7sxVVvPd9AklNvEhRNxRMVgJ7Int3jkZJq/agcoaLtuBl8732Mj32Q2Ou4syP18dYeCl0VfmJYURRNmqG6L6gGIYQ0w68plLo2M7NuRjnirpJNdyKEoJE4oqz2JyEpHkc1hNJfn+tCSBSoJLGlp4Yb4vium9p8pVeUcoZ5RBZbRZEa+b/Sgax1JJT+2wdA6pOEfSKm44xg5rK3bxcaXROO+orJy3Grn2FqUk/DompXQdJw+b7qCSTWi89L0mvkvW94st5YQKE4DFU0KFhWnG9B5Z34jYy/dPvCf8lvjvbz647Z2S0FvWtfK3UurDSqn/Vyn1j+PvXxOZ+O+adTiPG3zI8NI0tK1j4G2sMMhB+supwkiKyA/jDtHHAfRJpUWcUhcQh9RJrBDi4DZAsJXg/ZPrXhCEkNWK+ztxr7s7r/gNdxaAJKwEDU0mRonBnHrtadCcNK3SLjkZWqW/nXeOzgVOaiNcGyP+7UeV5YXjJrbTJFgnAl+aZWReRYZkT3Dmxgoj/2d2S7piLsk1JIhzyaPqjnja+JEXj0upyDqHM5UoL7uBTS+tDKvhoh05j06Kacf+7KLKFcVUpUnwSonG+cB5O3BnXmYp+s4JsunVy5bLzrHpPYOpWJSG40ogp0nOJn2+tJtNTPWUBNqInkrfqYugg8oaZoWmKQzWyDFcdeI0+dL5PlsUbw9QWyeN5bi2nDQFx1VxRXIkwWbT/wW6LC2n2qorQpaHlsUJJJAe/+YfE4fYh3pjhdYH86kpkBZakl0RuUt9NOnKyRzy+5ENl5fv1z/gBnvOonp1cqP0QYJIUjc2iklxOgiB1WrxfQmmYDcG5khcM8MOqyc9sMpqlpXO11i6Do2S95z0wBLEOx2ndCzTe0o8IOG1qaxs8Hak0i9sJYWFJ/+8S9YvIgLCT1whhN/xNj/XSipw/YrlO4D/gqgbE0L4R0qp7wb+0nVf6Iu9FFxB26QglYyF9lF5d2YCrYfzTnrpp41h20VCHlAbHR3p4oUTZzSCGLPAmMtpE3dIIhOhqboNvpyDKehHaQMo7ziuNM+GCz7WLbi/HVi1gyi9KuJAPWHuVTZ4SkGlKCaRwzJKl9RW5QHpqnUclZMJlFJJDVYC2KNdL7vwaIyUIKnpqB0GnTRoV/G46eDi62he2wzsB8/p8Ye5a0VG/ZQB+kmosI2gAhcCrj5hO3hq6xm9kOgSh6YdPbvgONvDC8dVNGuKootW89L5Hl0XJCteHwKb1nG+HziqbGawp8+y6gYKU/LqeuADC4U1mpPa5rnZxgcWpeW8HVhWhiZWgkIOnWCsVZxHQSRSQpaeSRWijtVPGr4XRnEUKxCNYlnpDLAQMzLxAzmEvM4KSSbJztcoRVnIOVoju3WtFK9vOhblNISuC52JnGkuIcFfYYwQSJ0O+EFRVzqqFkzM/g4Rb0yilrtB2oWeQOcCRgsk3AeoYlWCcwLiqObs7ZzbMwGWNP0a7BGrztHEBDnGzYoL0+auNJrad7S6glhREQTmfTaUcf4TOCo1SinqMDAUJU2h2Q5pYyHnZ0J2HdcWokpDWocIu1S5Jf00w7RhOAQ4fKHrPdgKuwt8XCn1MzxBCl8pdYyoHv/2eNOPAX8xhLC6zgtdN7HMQgg/ra6WkOM73fk6K/bvfg/QA58E/kgI4UIp9SLwK8An4l1/MoTwJ578hFd/TXBRHwQE6wJi0BU40MNK3g+BO7Vi6xTHlcrS8qvOc6NOBmIqy6rURmYCp7WJiUGGkhs9Yz52qLHF2iNUEDkZ5zw/sapxYeB8L4S/rFvlfB7Ov3mlkzZBdkszGScBnO1HNsMhWinwaD/Su8Drm4794Ghdgtca9oPAVveDp4nBMg3FD3dVARlwXgwSuN5/XMoQVivWnWc3yGlze2ahuYPzgaVWPD+DrZeANHq5vzOaVofIeL/a4zZaBrp35mVEtXnO9iOLysbj8VbpkmRVe0ieA2lJKCWtSKMEev1M5dgrSSQPNkPUgRPPmKSMKw/3eYOQdvKFFk/1s/2Q5yfp9oRwOm0KmmJqJSZxx+PKsB08Gtl87O1V5JeNg3FRAJA5TIXmuDJsBs92kAR9mFTSpZdIh0H2Mhnx5rx8r7XV2QEzKTinRAxkl8tFaXPg9ZE0mczIUkWfrK19fYRZ32e0R1xEfxw6gTvfndsscOqDbGyWpcwCdYQYD6YSyHYIVBq2o6hIPN6POcG6AI1RBEqKYY8pZ1ERWUEc6nejcF5K9Fsg2ofngg/Ct0mtwFTtFZHv83aP/bxWeG/xWHh7efx3Wt+JmH39u/H3P4T4ufze6zz4cxGh/BBkz/tv4vN0FjtYfwf4lhDCqJT6b4FvAf5M/NsnQwi/6XN5Mhk66tx6SAKDKXg2VgJbZQ0qBG7PRH7DKMVZ63h9JxfHvNDcqGUgviw1NSMXQQiSPqTeseyC3AGE0geYa4fqW/T2MeXpcZbCcF4Gs6+vhUVdR7Z12mF5P/WDayO/p/cvgSJdfCHrUO1Hz8PtmKXEv/YZkd0fnWhWXbYDb2xEk+vOnSXn+yGbRjURnpkquzQMhkk8sHeiwZWQPUkc8dGuZ1HKDv0X78t85O68EuMoa7noRlyAI1rhFNkSECHN2mhMtJ5tYwXpCTRG54H44CMaTCse73r0QcKtYksvoYqGePyStlahFa/tfA6Oqr2gLE5YdSG3lhIfoil0bn+VRkALpLlHnMEVWjGoqZWUqqrKaLyWY7eIlsiVOUAXuo6yrli1jl0cip/vpW22rEyU8ofL1jEvjZy9JiIQteKktuxHnzc/Qiid3kdSB6itygm20AriZ8Kp7IbpNJy3w5XZ0kBg3XfcnZdXWqouSKVVm8mTnqgX5ptjlt0Zq+KY0vf4apmFLRelbNCMijYSVvNwP3JaW2mNucDC99Emu+Ci02wiGkw2AcKlUojAqd6vUP2OojqljNevtNrkSneKK+CJWazqE5Q4I8GCoOeeJrz4cL3XKpYQwo99Dnf/UAjh3zn4/VuVUr9w3QdfN7F8M/DtwEeUUveATyMKx5/3CiH8yMGvPwl80xfyfFoprEGMvQ+W2LyqOLsQye8IiY+YezGLGn3g7sywHgK176CsokGTpbHTtqQbhclfxXZUOwaOKwl4qtvimhuofk/ZrYTr4keMLnJQqo2m5ap+Vn6vQciPaccpeP/op2JClJ0JWe34k+c79rHN8cqq4O5CBsW76H44L+XCvmwHFqXoJlVx92wieijJuc+KIvbyA1ppajMx0NNrOj8xzxPHpHOeN9aXHNUFy9Lw3FHFqnPoumbpdygtQ+6jUnaJm8GjIsBgVmhOYhK/OROIsFYq8zKO6iLPm2ZF2m2aKN7or7QLE1R6O3iOo4im2o5R5VjTj5NXSh010eo4N1FKoZXHB0WhAxftmJN+Su4uBDa9y7DWRSUVxqLQFOMeEC04lCaYgnLcc6NusmNiWwT6yIUBQVIlpvl2kJbjrFBZGiUly20viSnNT1IylI1S5HZEVYAQJima9PhVJ1BcHybAxxBbveteeE4J7tyN06wl8a5UtyHUy6wYURlN0Bo97Bn0LCsXp/A6eLjcjjnh1kb8WpyuOOsN9y9HdkOfW7uXvWNR6KiyrUQ6phC18YV22MpGX5VJEoh4/fmgAWkdJyBDcgg9qowYkcX3ZdQh4vDpJYN30fzkaa+9Uuq3hRD+PmTC5P4Jj8nruiKUnwL+ZaXUHNAhhPXn9Vbfef0HwPce/P4BpdQ/BC6BPx9C+PG3e5BS6o8BfwzguS97ntuN5d5GpMQrrXl93XOjsZOzXyCygQPVsMWcv8p4+0PMa8t2FN+TN7Y9x02PMRUjsttK7Ycx9nFtHHCnXXjhe5G/H1q0EXtd1Y4iOlktsKaMF7pAjFO7BYQcmAb2iQRpQxLfI3pleB7t+iwcWVnFG5uOy3bAxft+8nzHUb2kMjJv0VpRKJX5FEkaX2DIMByQKScvFpUvQJAqaR/72KVRXA4iwZLuXxjFrCgOgAiO01lBHeXfx3KBdmIiBQI/bYL8f17ozH4/rsRvXuEpm0n+JFUYqapKzoQ6Vi2FlhbgspoCS200Z/uReaG5qO/wmbM9t2flJGpYyHMeVVK1NVbHYbWJ0NnA2X5g3bmAW/w0AAAgAElEQVQ8Q0kS/lqp3PqyWt63aS9RnWim4YUooZQmKE0ZPBTzDLEVFNTUxgOpAIUgK3yZo6qJ52rIhEiryWKqP/HSOYMP3JxJwj5tCp5dVHn+1o0CUUdPu/nd4JkZk1F2SURTvnvYOBnIY8EFqRqdjUhIK6/j5zfxKHTn6IJm1LMoexSyYsWqddEQTzMvZIM0RiDGvfUgVbBz2WdGBD1jm1FP56FyI2rY45WmtpUkagOtiy6USgEhw6fTPLVzAtFOPKMEWX7hqIyyPuKf87QKmPcgKuxzWf8x8F1x1qKAM97Bu+Xt1pM87//0O9wOQAjhLz/h8T8KPPM2f/pzIYT/K97nzyHzmr8Z//Y68EII4bFS6p8FfkAp9dUhhLdoloUQvh2ppPia3/R1wUUuR21EilsUWNUVRvkusoGD0vj5Keb8ZcabH0Qh9zmpDPgxu0aW455gGz61GnIPO71OlvfwDt1tRN34734X7ePHLH7n78WfnogdsiVrIZ3vB6qIitp045VWRusk6aQ5SoJqvr7p4pB65KQu8vNAguYKtv8fvHzBizca7l12rDvZYWqlwGpuzWyE0I4xgQCo3H9PqKKJcyIXMfG4JA5OGpqnqmVWGJ5b1pxHLoGoSksbjRJmbocv52KxrBRlnI+UsS2XZGqAPGNIQT893+DJ/fHBB2ap3RFnHiLZIe+9KhRGG3onQVQImeOV2U5T6AhDlvfkIgJOE7jsE7vdcxpZ/g+2PXfnVX6OlFS0G2CM5mPDbnoBU4KtoNtQ2ApIM70Jvbjt3RVk4boTlV7n4bmjMie3bvQ82gmqad27rADxmXMR3bxsh4zuuzUTtFf2nDEKF1SeLSUwhNFQhAlVldj/aTc/OqmuKlug3cCgSzSKTe8mCH4Q6L60gk1s9xraCBdOjq6pKk/une0oFVKqoELsJGyHEBN8QShq1NihhpZgSnEJRaGUAALS+VLGxF/HZF96affVRmZnj3dyrf3qWZuh0sdVkbXVvtAVeFeZeF1rKaVOEWmW8892vxDCLwBfq5Q6ir9/Ns3It6wnVSxJJ+wrga8HfjD+/nuA/+9JTx5C+Kz2xUqpPwz8m8DvCvFMDCF0RMRCCOHnlFKfBD4M/OxnfS25P4VWfOzhlluzkjoOIZ2HQQV87OXOTWCwDb+21pzOTgk74YEEiKTJmlncbYkFsc8uhL0T/oqcpFIN9Kah1AZz+QbVb/jnKNYX4pNiCvTmEYNZcBZhtotSWjmV0QxWM0RioNZKpM5NQrAENm7MvWQXSXUpgK86cWUUfSbNxb6jtJqf+Mw5Dy5lcH9zXrJpR24tKpalIdniVlZmPMkRUSoPkzk9YxTlTLMpg2LViSeMeMD7K54kD7Ydu8Fx0kjL72Yj86t29Dg148b6PrpaiIhlv8c0x6jRUxcNY6zUSi3VgPAbAi4Ix2IW5e2ByCYne7YcGjmVRp5DKcVIiIN4UeYdvOdGXeRgXltBJR2VOkuSnO3HXFkdVYZVO1JozaN+YtMnOO1JbUQTK1jKoia4QeyqvUMFTzAjqt/h6yP0+gHV8n00MdEVWuUqcDdMtgabXoiVDzYdn3g0kUPP9mJ3sIwEyCRf8vyNZgIuxLnUo93AB06aSLY0UeNORzh0UliGCn0FpVZGqHN9kLwHD3UIoCKMd+y4efESD46/XAQuY9vMWh3nj1IFl5EEWRmVNynbwWMNrKOhF0y8E5nhCYnUaC3w5rEXbb/1A/wzXyXtZAAtQ/9trFr2ToQ0GyuSRvNCrI7PWpdJyOJOWbDppVJJwISntd4LBYtS6gXgvwN+F3AhN6kj4O8CfzaE8NLbPOYmMuz/bUBQSv19BBV2LYPHa2mFKaV+BPi61AKLUvn/x/U+1tsvpdS/hgzr/8UQwu7g9tvAWQjBKaU+CHwF8KnrPOd+FMfEhO/3RKRQRG8EFTgfPYPX3J0bnlkUjC6wd7LLSqJ+jhln+5Hjyog5h7ZUVtE6cmsBBKVCdFksNfjmWPwrbn2QUDSobo3erzDL971pniFBI538lZELwyglrTElsOPEpu7GyaZ1VhheuthP5LiYlG40RS7Ll1GXq4zY/nZ03LtsKcz0mNRKSm2J1M5IMusXrctM/0UhMvEyv3FXhuyV0Tmp3J6XHEcf884JCa6xinZxl3r7UKT2XY/ZjvhqjnY9tj4mKMNcO0IMhHOrogKAxqjAsbUMTpwvd/uBu/M6c3syKTC2qaSVKFXIZev41UdbXrwxu7LTBZH0qawWI7eD88coxf1oVeCJ2mNFIjGSyYG7MTAzIZ204iLqevz2Er24If470Ua59h1jUaJGqQQOWyi7wefqM7VFt/3I2eMdi9qyqK20TrXiKKohp7nTcWW5NSspjOJ8P7DqRn710Zbz/cDNWYmJrUIfQlZzSNWCjudYmvNoDZdxBlXFzU1QCh3N21S7xs1vsiwnmR6loB89OkKUtZrALC7A6D2NcizKgrOWXOGK0rbNen5JYLXUYsKnjCWYEso5amzlNtdj9MCymgniLs7IklZXkm05ayVJi8yOfA6jFMtSZl2VmaqpL3S9h4b33wv8D8AfCCE4AKWUAX4f8D3Ab32bx3wPUjykAf4fiM/zWYuFtK6bvl8ADtmaPSK9/IWs/xmpiP6OUuoXlFL/W7z9twP/SCn1i4jn8p+IRmNPXC5IyyChloxSmYmcyFwwOTHuIlTXI7vJ+vylOBiXgb5RsFEiXllq2REbJcnF6Mnbo9CIJXHR4GcnbMwiEwnHmy/mgSpMyJ5ECDuUzziqbJ6JJKRYfpyZNLHO9n1ud7gwsY8vYzVzuii5c1Rx+6jiZFZS20kPahF5IJXVLEpLZXVUHJYLO12MCUZptcJDRpTdmpVXiHpGK5aVBK0QW0r7MUQrYCiHLfvBS2sjOWy6HuVG8F78cYY2K0SXvicoad/MC8NRbbh32fLSxY52lPaUVrKDL43GGkFkTeS8STVh9IFbszK3PualyQg+5+Vc6Zznje3IdpRgOfpwZa6TqrlE9qus5qJ1UiFrI7ylmFTc+QMYB/zlGUFpiM6LyYFRduXTHCslutT61DrJqBia0lDaidCZpPZTcM7J3fu42ZFKsrKGk6bgjU3HvctWkIGpvRk10CqrKa3KvJAkaXOoPRZCELix6zF+IJQz3tA36FxCT0ryPyp1BF1ERJyZ5JEGD72K9tJqIodmcUigjYk2uUkmYVdfL1FjK4CISNJU/Q49tFJRM1WpSTTTxJnLsrLMSx1BDjpaJGiWpcnXzFNZIakBPPnn13ndCiF8b0oqACEEF0L4HuDmOzzmNITw34QQPh1//hLXJFfC9VFh/zvw00qp70cS9TcCf/26L/J2K4Tw5e9w+98G/vbn+7yplSQs5kkrKTFg08xFB3Gve7gbud2Ie2EwJYvQslG17E7DiLYFxnXUtpKecghEZkHmwRxXlqBER2s9BE6293BHz4gBl604Ww9ZnTYHrFgtJMLgorIxYIs0fHNw8SWP9EIrNm7kAyczgb1azT4OpRelxfvAdnCcNmVseUkb6Ti6IKZ5ThK2XFQ6I6OqiJRKjPw4mhEdK3dV3j0F96kKE3Vm4RrIbKqLooEXruHhztFXz3Lb9pjL10Fb0R9rFuhuQyga9P4cXx+jxo4xBv0+EvwGH3h2WcVEqKK3isrfZyKziiKCzACLyBU5aQRMoA+q12UlycHoif/RFDq3ZFLgM/HcWdQivX5c6YhQCsyQ59JO2jah2+HXF/K4kzvSQtVWBDttxcPtGKs5zbrzueKrrWZIFWxENG66kdN5yayQJFFFMESC0acZVxGP98cebrP1cdKRS49dlMLrudHYvNHyTiwZbs4K6mi/ncikSiX7ZoVXIro6KMvaa05qLcfKau6tB44rQ+sEmpwSu1YKpaXiPa4Npeu435pMA1BqUiFP12mukAL4okbZCjV2+NmJyAYFL3MrA87WLEoXyZMyp+lipenC5KRZ6omdf4VMGuHPT2MFrgIx3sXr55RS/wvwXcAr8bbnkWH8P3yHx/w9pdS/B/yt+Ps3AT983Re8Lirs25RS/zfwL8Sb/kgI4Z3e0K/LUvHnqDK59986CRypIkkXzujg/j7Qup7nFgWF67g/Ws70bYpecaOSXY3qt+hqieq3DFUZDb+SjpVcFKMXCO2NUnxMutGzWjyHRRGU4Ww78tJ5y6fPd3z45jzLiRgNhRcgwKxQWYgxQVoP5U1SuS19eC+SIXXBg23PUWVZVpYHm45Xzve8/+YsergUsQVSsKwsizLKpWvNvEzKu0lpV0fGtVQawWpKQ2ZSF1oxT9IhkVegUZRWZY2s1LtOvCGQ1tKxGXmkFD9175KP3Frws/eP+Lr3HfERvRKl5MUt9sEwH+PuPng2vWc/SgBd9yPHlWVRikTL4/3AshS9tkKrvHP1SEK5OZPZwqb3LAqNsxES6qQtl8mMRgLS4APzUucKrbGax0F0vQQSLYg1a+T5OydB2MRZyYKAr5ZYe0Zot6jZEfroFF/OJKlUS17bS1I6qTT2/GXO7LMsSsNugGVpI/orft8HApepjXWarQIEPLGsBMEmsvxy3hy6UN6alVeETBNj32ghh4LIyqeqO6GkjCYG5CkIB20F9YhlO3juXQ4c14bnjwpx8oxAiN0gQq/KO1CGW43Bo+hNRQgC+7ZxWK/jxdq7gFXqyqxo4u9UmBsvUPZrfDlHD3t80bDpXfQNgqaUKlnHKLYZop/PgaLErNBZYdmoiZP1NNZ7qBX27wP/IfCtwHNIqHwF8WX5a+/wmD8O/Gngb8TfNbCNgK4QQjj6bC94rcQShz+PgO8/vC2E8PJ1Hv+lWFbLYC4F/RChpCAnU+qNA4wEtoPnuaX0rF9pRfJkVkg5rhXMrMKVNzDdhmDrjCYrjY79+ul1s5lTkDZb3zmeayAYy0sXLatu5PaszLyIwqrcwoDo8945ZoXMWkR1WN6HG6T9dHgxDE6qkFmhuRWhtK3zfPDWXLSy6oJZoXn1srviw54SQ3PQAjE2IaNCJnkWRtjUiXCW+uBAfpz4bUBZCAoniWD6iMBL9wPNC0eWV1aWmzPD1z93TGkUv9wf8eHTGuMHZsMGvbtgN79LUS5ot4MoIUfpEa1Ublkexc+TEFql0Vmm1cSKRJI+bGOLZvAhEwytEVXkh7sxa2IpIBgyFFgCvZwbXfD0o3BFeu3zhqIbxV20NRWNaWW2Ng6CLlzcJhQVoVoStGVeeC57z63uAX5+k247zQUSTybJ7ngtw/VD1WKxlyZ+5yYrIKcE9MJxzfl+yJ43/Ri4sxBtrctIyLVa7JqNUtyohTMUguikVVZjDhBrIJFHiLNin12agnYMPH9UcNY6LjtRNN4PchxSO0/5kT4KvL5y2WcttHTuJJOtQ8hvgrfr+P3tRk9pDNX2Ib5a4JXh9aHiVqHZDGMkmIb4WNnMnO0FpFFb+ayJIqCViFZGDVKBjD815n14S8v6i7GUUr8PMd36KuAbQgg/e/C3b0GShgP+ZAjh/3nr2ww98L/Gn2utEMKTDB4/67puK+yHmbhGDfABRHLlq7+QF3+aSwUvekN+ZB8Mg0++DoEQdA6cILvP1Jvdj57RB5aVRhD40hu2Wv6v9ivMsEMdfZCaEbXf0jQ3ROSSyGXQIrI3+pCVZS6d4WIrjpApINycFZh4MWplYj96zDLfi1IGtQkFBXLRrXuXDZMGpTiNasXHdcFxbfOsIw3SRdRP85Fb8+yImVodaec2KwSuW/o+6kG1KDfim2PhuSiimZaNzooCl03GUMJwlt/nhaI2ihC5Pu2Y2g8BlGczen7Lcwse7R1f2X2aj5cf4LSxPNqPGKW5M+wIRRVldBy9D7nn743onhmlMmdCqSl5yHcscy6Zn0gy2QziiPnaZRe5HkUMgNGLHvlJ8ioa2RhYrXhmUWZ4bF0IuRImi+OjMuqixdf31RI1P6X66Dfgjt+Hm9+kCzpXyEeltKhCWxGUFqVjrcGQNxhd1Adz3kfnR2Hgp2Ap8w8R9LxdFhGxJ8jFdSf8oSQN1KQqDbhR28yDOWlMbgsDbPsIHomosNEHnFbYOAsKwD4YZq6nKuY4H7jh1wzlUpJKRIYtSoWP6seNd9TWsnWT7lxj00xpUj4GAaWU1dR27F3gvHVROTzwQnOEL2o+fd5zcybXSFIdSJsbTUSoaUGVCYdFfmaxmkqzlUOH2KexAl8yVNg/RqRU/urhjUqpjyLW8F8NvA/4UaXUhw9nKU9aSqn/KoTwF9/hb1/DW22Mv+86z3vdVthvfNMLfh1SKr17lh+xF6+i+h3c/AqOVE+wFcoNHJUll73P4njOR2taBXMTmC8NF0Mi3AmJysRBpjt6BraPWRQatTuPvJSW2tZoArtxGlwqBbvo6fFLDy6ZFYYHm46P3lnkXeem83FwmvrSRUaA1XGQnrzKkxR6QvHMCsWtmQj3lUZntjSISvCqGzhtxCky7coqq6hMlB8pNWWQVogad9C16GEvqJvoX6935wRtWdiSo3KW50hNlDY3WlFWKitD634L7YTr0PWSUgWCrvBa0/qSG6WIeT5f94Sh5svnI4NteLAbOao1jFoQdRElVGqVOUOQqi0oUVkbq3eBo1LaVIUi29Pux8CqczzaDXSjyMbMS9F0W/eOxho+8biNEveKo1Kz6jx3Z0ZY39rSFxoXHETLZmktRrmTKA2UWoLbIdA7halu81pzg198ec2/9GLgsu+5PbMclQbtR6rdOb4+4icfjHE+NeYNx6obsidOmr3NChPbVdL2k/ZbDMJqqgIaq7NmXdrYCNclVu5AOyY16MDj3ZDboU2h4/cqEPMqzq1CiAg41xFMAUpTbe7zGXfK0fGS46i9tx/FxXMMsO69CIaWM3S/YwgVzy5sBso0EU2pkOus9+JaqdT0HoWnE1h3I2vgsjPcW1+w6cZMcL05K/nKW3OemVs2cd7TR6fNZaWngX6EPacKaWkDetihNuun6hXypWiFhRB+BSb+4MH6t4HviRSNTyulfg34BuAnPoen/6PAWxKLUuo7ga8Bfpmr3i1PL7G8eYUQfl4p9fWfz2O/mEv1O5QbWJ5/UrSMilpgn27gWFt6U7EdPCEOZUMAIpnuU+c7bs9KThvDUQF6f8GDsJA2kTnlDl4QTd6hug3WjwRTxKF+lN6PO2qryYzir33miFkhaJVkpgSToGQIUBp5D00R2zKZnS4XeupNpzlRalGl+UuaEdyoizycbiK/QEV+QhmEzYzr0d1WkFmjoMh0hMWmBOPLhlDMqOq5tM2QMyoNWYtxj96s0P1GDrz3+ViH4IW/0a1R2mKDxxcNdncOWuOWdzGXr6NtzZ3lM1g8bnEbvT+n+vRPUj3/DTivMv+ijlDfBG8VyG+0B/aBMkh7KyWbVScWzZtY5c2itMi6dzzYDryy6mLLSJBI93cjc6sZApRKpEpcqHMCM1qCen/QVkszvFTV9LGaOtuL6sNPvLriuWXNopDZ0/09zMubrPaeyoq7owzkPe0oqLpkset8yLa6TTHBw1OFJjwr8jnUWI1xncDiTTFdDN7R6irOyGT+UEYEHxA/vyQWSco+S8xDHMIPO3xxCkG+ow9qEde0ekJUXvY+b9IC0m47qhr61uXzPbVxE6G4sYq+c1MbEmldOy/E0VUrTqKrceCrbs350U89zgjGZWX50GzEPvw04faHKfBchElLrdSKOT2q7wmmpBp2qEGEYZUfCaZEDe1TiTdSsfy6zlieQ+Sw0no13nZlKaXeidyokA7U263fGkL46Of7xq47Yzlk4Gvg64CHn++LfjGWyh7sHtVtMd0Wt7gdCY4BpQ2VLVHVMftRho1Jdru2mo/eaiiNRgeHcgMf3zc0NlCJUy72/GWCrdHDjuB6gh/BlpgiMCtq2VUaRRnPs+ePai7akQ+elFy0jmVlcmAuI5a+KTS9dzmplFp2w9ZIT39R6ux0uYsS5JVVjJE1HkKg93KxWi0JxAfhaCS5e+MHkRwJXhJK8AJ/HQfYx/PNFoReLrYwP0G3a4IbOT5+FrO/YBG8TEgHgQgrP2I28et3A9iKYOMF63rBsDuZN4SyQQ9tJL5Fr5v5TeyjTzHO71L2K4GUxtVEl8DSKMZIcEtwWJB21Hkc4KeqAaak142CJLszL3NCdh5+9v4ao2SwLa6aJra1NKdJ9ic2EO5vhjy/aOLgu3chJ7DBh6zT1Y0BH3z0ZgF7QPEXJKAYkm36Mc9FdsMQTdss9zc9607M344rm0l9SdkhJ5U0U9KKuXbsg5A01bCT72MlmrC+OSaUM3w5p1LQhsmDPs2q0rxRjqsEx0Q8TO07TUC5ET20+OaE+zvHnTm8dNFz2gi5MiHBfIQLQ+QtxZlmVuPWE/LMxBZaIrMmW+HeeQHZxN7So13PfhAwyy/fu+TGrOB4VnC+L3C+4Xfcvs2j3cizM/HcqRH+TVNo9Ooc3V7ilrfR3Ra9fUywtdhrVwvZBD2FdchHusa6pZQ6JHl/e1QOAa6nUvI26y0lDNPI4nBdAF8fQrj/lidQ6pW3uT/ATyilPhpC+Ng7/P2zrutWLIeDnBGZuXzekOAvylKG8OhVgjaoopCgv3lIsDUymfSEckbV7ynmpwRrefmy5/asYDeM3K4C5uwz+PlNfurM8P4bFbWZBtL36uexWnH31Y+hT+4S+r0MaO0e5jfjNFIC1EltONs7PnRSYS/f4GRxm8Hr2P+OisvxhFwUmsHIjm0TETq10bkXLKKMPiNhZvF5DMKuLmKVqsYuckNGGGHeifLwYWWSWj1qEC05P/SooiT0LX6/RWmD4lx2kOsLikev4j/09ejtY3j4ikjW9K3s1LRBlbUc63FAjx1ogxqAbpvbkGHY4QuxMVZ+RI2dGKct7zJrzwj1Mos3+tsfxK4fMJvfjjtjSbbJiEqqNcWzCwEzuBCoovT9nJ4zJzt2aSMJpLpznse7kdF5isj9SJXMPFZDIOKkuIFgK27UwgZPnB4fRQ9hUhtIrbo0GxFRTgnMdxclt2clIcDD3ZgH7rPC8GjX54qkHTwntUCCl6XNFWtpxN9kbhWPW89xpbOS8OADeIc1wvsJtkK1rST2fo/ZPBIOSLsmVHPq+hgVUWTJnTG1N0ujuIzCmGnuYGMrCUB1a6iPsBevstd3o3Mp8b2QpVs2veeoSi6aKs9LQhCJnKSinZL/epTzvDGKzsm5HyAj10B4W493Arv/uvffiPBzUXw4bwe+7xXQas2sMPzu5wr6qqEatqjVGt1vCMZi3vhVgYCf3AYQgMXZ66jq6SQW+JxaYY9CCL/5nf74JJWSd1ivIrDhtL4MeO1t7vfXgfcDb0kswHe/w3N/F5Jc3kCUUKSZEsLXXOeNXTexfCyEcIVpH5EKXxD7/qmu4FDNHHf+AHf+UIKeLTAnd1DNHBX92jEWvVMcLe9CHOjWVqOGLe3Ji7y6HrizkKF8CCFrWTVWdmnjR38n9ld/HD0/Qg17Ydi7Ht8cM69PMCpkyf1V59jZW9zptzR2waLUEsAAZYSdLrs2d2XA6JFd9mljuOxECTnDeZVUMj4ORkc05bDFXNyToA0QPKFvCfutfPayJoyDJIz9GWq+xK0eS7LtW/nXOwIDtFtUKRee0gZ+5ccldXknxh1AcI4w9pJImjnKFvI3Pe3W8R49X6LqOabf46u5cBFcL9WLraNuzB7lpKoKZQNKY6M/Sgo4kJKKBDRrFIwTN6lAcRlKSiNPuSilFbgbZDd8f9vnIetxZTmqTd5R91EXq1GOUDRc9B4XRBOr1AInT+2w5KwpcNxotmYUq2g6VVnNeRKw1DJL6ZzLQon31i3HleW4KuJnkvdUozPUd1lJ665QoLs1txV4tZTkDhR+xDc3KPs1wVbofit8qXIUw7WhBaWFHxQldJqYaMzxszmBpIooJVYXJpkVrWQTIvI0BZvlc5idY937TPDMSsmJ3+MCC+3osSjvKI0hRLXo4k2vk77DMQIQpOgUNN6qlap2cJ5nljWFVpy3AydNITI7Rud5ZEJj/vSjwAvHjmcKjR524Bza7WWzZAs597dvyDndzPGra6mSPHEFft3dIX8Q+G6l1F9GhvdfAfz0m+8UQnhHt98Qwp95hz99J+LB8ktMM5Zrr+smlm/hrUnk7W77dVvBjYyvfRo1P5KkojWhbxnvv4w+volZ3kA1yM7ODZjNQ46rhQS5ARhabNHw7KLI4o9DhJ9qBZbYSgL8C1+DuvfLBOdQ44Ae9qA0db/nsnomay5lVd5qyXG/JYyFMPRtJbMFLX9fRka4yJOoHLyMUpzUhu0gQdboqT1iu0ucPhIhRNcfqEcOhL7FncdW1S4KUdsCPVuC1owP74H3cuGVNf7yMWiDni0J7Ra9PJHbU3tsvyXEpKJsgd+tIfFOWlH2VWUt86eozqvKmtC1hK5F37iNGjphUCNEVLe4jS9qytc/xnj7QxTbXyHYAt3vUYvb9E7MzVI7S3gq8SMeIJu6pE81+tgC9Kw7mQFctCOrVrxpRKlYhtaJPDcrJPn3LoAx2AD3LgcG7zmqLEeV4bITW2mdX3uyO1BKRhtij2vY9CMfPJ1lh8lkYVBbzaodIgxc+CMpcYnMiIpERmj2j1F+xNdH4EfM5QN0UcX5nsyy7IV0L3wxk4olfu++nKO0lVZm2aD6PaGRZO6bY8zujLqc01JmOZtELFRKqufEnA/aMtz6crbx+F60I6dNJRW2l7nfq5cDTaEotFgflE0k4qIp+x2taSYfJCMbgz4m4BACQ5DWWRrqJ9h1qu6SGncSOb01KwQJGVuGqbq3WlCOoZDZoBpX+M0Fvt0Suha1WxOcy+esObnzVGJOYt5/sZdS6huB/wm4DfywUuoXQgj/agjhl5VSfwv4GNJJ+ubPBRH2hPVyCOEHn3y3t19PUjf+14F/A3hOKfVXDv50xBfoIPm0V+g7fLuDVsQA3VbmB3p+RNhe4rxDdy1q3qHKhqA0use/mCUAACAASURBVF1dQUSZ7WNsUTOevIAa9tgyakwBGE1RzlFjJy220y/Dffyn5DWWN9DjgJrd4OjofTK0LFMwEmVWu76PX94FP6J357ijZ6hdl0UuCWRFV7wjVHPZgfqRG/3+4H4yxQ7VArN5lNtLwpsQbSWaI8z8BDXs6V/6OH59jqoa/PoCpbVIoXsXqxWHuSmt3TAMqHouCVNrwhA1rHZrSR5aX61KYEoqUTY+7xJTm23oJak1c6lalMYt70AI2Ms3hF1tK8IoUh4ED9rEKlFns7G0uzUx8B3Cpwcf8MCm97xvUXDeOV46b/knZ9vYvlHcmVfZYx7IEN9XLzuOq4IqBrjBe54/qnJ1IjMWWbNKAmgIk+umgCoUQxDm+6PdgA8hw76X0TZ6UdrsCJmZ5sCyNJzUBttvoG/pZjdlFtFeovo9GIPutlkvS7kBv3qEqmq0viAsTvGzk/jdS5Xhm2OZo+0u0MHLDM3W0gYde5pqAfuW5eyELuiMxAvIzCAgycFFaO95KyCK3gUe7aQSo5YWoYrW3Se1oVAH8jXdhrqR+WZdFCjXUShFWUnnIMTn7Zy0dIUXEzC6zN4yPgRKI9/Fs8sqo+Eaq3LLrik0ptuguh1qvUWt7hO6VhLL9pJwuPEB2XQ9tYrlS5NYQgjfzwGH8E1/+zbg274IL/vxaD//Q1y1MX4qqLDXEFXhfwv4uYPb18Cf+tze5xd3hdExPLyPMppx22LqEj+M2LTTTggokJ2LNjn4qbIWxrA2sL+kGNosJTEr54jWpM8AgWAr9O4Cc/MZhs98XJ63maP6LVV7DvUJQSkaBJmi/IDeXeAXt0FbUT3uZZDO6MVEychFn+Yf0tVUOdiqvpVdPxCsVD6HFYDeHahg20J2rMFTvPBhwn7LeP9lQrvFD3FwH2dRqp4RBqlyGHsJ8NqgjPw97N90YY4DYb/F7XeY+QL6Fr+9zLtAZYvcHvPbNSFpZ/UtxlYEbbHtJ3HLO4Ryhrl4jfLxZ/DrC/T8BuPpC7RYQhjoxpADfgrGPkwcHB+SjIsSBF1UEbhrFC/OKh5se14+FzHHNKO57IQjopXilx5sY0vFRd6T4vloVHZcRaSenZLA6GVGsRs8NRHibMEH4Zk82klQbUefjdB86LkzLymimsKilGHzZhCv+ONKY9sLcCN62NOcfUq+c23R+xVht8I72QToZi478PkRSmv8fovWFxmU4ec3Bf1ERPiVNf7yEdx+v2iXIRU7ERWlxo5aSfk0mDK3C7WSBDNXA2VRYZRItOxHz0ljOd+PnO9Hnl0UAj+P38VFLwfkJBrj6f1KNjBFJfM/N6BiuzPYmpO6jnOTKOWvdSbrOh8Y/YSe9PHabeJcLLUKGT16dy5JeHsez7leru2yzpU0tsRfPma8OEOZN22OPs8VvkQVy6/TapAo9K8c3PZ04MYhhF8EflEp9TdDCO+qCuXNK4RA+3iFMprgPNs3HlPfTKoDF+g0Z6i30q7RWhLJOKBqGS6nWYMZe/T2nP+fvTeNkXVJ8/p+EfFumW9mZdWpU3XWe/ruPb3O9IwZTw8DxmODGfCwg8EGLJCMMV4GyauQjG2BZBmB+GLJMv6AQQIsZD7YxliMWQY0bLbpNkNP90xvdz1b1akllzffNSL84Yk3ss6dpu+5fa9n5l4I6ahOLZmVlflmPPH8n//i945gekCaTp82TwQJdEoz9HSOvThBz/dRbYPJTsh1gk8nwkYbWnqTo/duouulnCaHFq91ZFjhLKqr8CaTmU1fC9snFEO4Mnh3g3QlbSVvUJ3IYwlGfQC+rVCAa0OR0lo6t6IU25GixG+lo7PLM1QaOhhr46zEh9u67Rrfdwznp6TXbwgkprU8z12Da7akN56LP4s2UrzTjOT6zfg77NkjXLUmeeHTsF2RuAH75AEsDmUWVEzBWnxSkCsXcfd2IFi6y2bgvEBPo51IqmWDz4wiCYr6MtUkl29yWk2ZZIZrk4w8MTEb3mj48mkVnQ/W3RAV/hd1z7VpGuIIVMj0EdimD3TyzspmN1KPy1Qgs+vTLIgfhTTQKMc8dClHZRZtUja9pUwkoCzbnqH7WvRD7RYmMrtDG9zyTJ7TsOzQy9yrrSGfoGf7uMtTmY81W1Rxgj44xjcV/uhFnMl4fPgZjrS8lqpeYtYCkbpiD705lWuumJM6S6o0Li0kzTJRqK5HmyxSi60TXVQRKM9CBlA8qYdgcKnYzw0rayjKIyYXr8vvDSQD3W7wQyMeahNI3IDOSnrvo+P2aDM0hC7Ue2H8paGYKNuh+j50704KCiP7sIa6wve9PG/Oyj/A1RW26dBZgv+Aguo9nm74YO7r/++llPrXvfd/Xin124P55Ldd3vvf835+37tBYX/Re//bgC8qpX5OaX5WhsDP12ovN/RVjTKGtCxozlbk+zP6qiYpcnS2whQZOitQuQz3AfzyDD0WF21w2sgJWxuMdzA8krhUnYjLqhe3Xtd3qHyCrTbo0/voxSHq9E04uCvURiuU5CTJGfbvkF68JYUgyaX70EaKSCczGu3WMLRC3202ofB1MqsA6USuqPJ918S/wTkrJzQjJADfNnFT8tbuIIGijNTisbAO1QZltMBfzqGzAnv2SJ6L8LOuH6jfeENuliUk0wLbdKQHB7H4MPQyHN2uBQ4LxUmVeyS3nseePaL7xz+JLqaxM7LLM1RWkBzfQXUV6clXqW59Bq1shLs6u4tjvjaR6N79VLDYxnq+dtbgvOfOXs4iF0be39sc0w0rjud5dJFe5OKf9mDVhfjnXQDbtrdsuoF2cDyuOu4tCj59NCFdP8LnMzKlyZSGzrEXXgulTAy8OpiIxuPApGy6gTkm+n6VmaFIRHOSaEWZCkOqWAZB7/oJw/oSpQ1+eYZZHIJr5CDU1rhmK9dnKCgqSYXpqLV0h9rgb78i3XBboabSFa+mNzDO06aldAUm5XJ6i4XbkDz5plBwfSX0+STHZ1NUkksBHFqGbIZxPXkimhqBAcU66aSSCIXLRkUvsrr3JNpxI+moXYHPSszyQThkCSsTxH9MBXhX9w2Fd+RJFt8vQ74XRcEqaL00Xt4r3qHqpVxXtovRBKqr8UOPWRwK7BqIPMPZI1yIunb9gOuHD6yw/HzNWD6gdUcp9dsQ5ti7LqXUXWSu80uRTuUngR/z3r/9LLd/Nyjsx8LHf/VZ7uwXco0brusHfNORzafYppOLyTr6qiEpMkyRke059Dh81kY2bK1RRSnzkpsvoNoKtzyLEJmqLlDTRZzJ4B1uu8bVFWYyhSRDT/dwm0vJCU8yGcKaGQ6hd9rpbfZSDSZFrU9w+QLT19BWsqnnM+hq6GqBMdaXDKf3Y8GIcFQ4hfm2iScyQDqPcTYyfj3MUlwlJzi9OBQYMBSMfiO/2+Q53oXZytDhncPbFteHN2U3hKKt8VXNULckk1xOh93uVK37Dj0/EFZaI6dH1WwjpMbQYS+qWNi9cxHi8fu3UH3Dk62cgI3a+Y65sKFlWqCxVsE0lUH+y9eKmKtyuh2iZfzBNJPo6KDE3nRDcEAQ6GZM2WwGF515Z5nBeth0lvubnqPJMfPtY/z04Gkbd6VZJJnYuSgd2VbN4Nkv0gjnXE1JtE7C4QDS1UNhwl08wl6cCNRVioHlOKsS5t5ocmXkORuvAWshncjg3qRyADEOV17b0ck97GWGpD5nm+2TJzkT57F6D3f7M5jVI/T5W2jv8Gknmzlg8j05VHhx8jYKZsMKle1xHiCxeSZ2M2mge6fBQsV7zxObM1Hg00K6+et3ccUc3Yih5Nilgwk2+So+r95pkvo8UtC9CnO9AOVJgZqg7ICdHuCyKSfVQJU6ukJiLIq5ZnpTus1JImLb7Kt/m80/+An6qv4AO5YPR2FRSv0XQAH818Af+3Y2LlfWn0aoyL81fP47w9d+5bP8zneDwh6G//6Bd9LSlFL/DRLU9YtieesYmg6dJvRdQ316wfTmIfXZCpMm2HBSUUbHU4vOErxzmLwQ3cvBMSovcOkUpbQwnq5s3AwtyqT4dovvO3RR4keSwKRETUrMpBSXYDsw5nQYbah7USmfbi2vFNug8+jisLN/+xuYw5uoa7ekq1k/Qc/3yco53rlIkXTVSgpIkkaWy1hUxw7GD710BBA7nrGApJPA9GobvLPoNJFi4Sy22d2ftw7b9ZgsxVuHszY+d0MthSeZ5EHbMpBMJ7jwO0dSAAixAW3kMXVr9P4xyc17+MVNvNLYn/oJmq9/mdm/8OuwOsHnM6G1Btw9C/YfIzV2dC7OE8U0FaprOtTs701R3nNSW755vo25JbM8iSLDdrDRen50LRDTUkkc1FpyXqwXumsb7GGG4pg9EwbTYc6mXCvu182axWRBnc0pnMKoXZzzqCofs25KOlR1iW6WcjjZnOG2q/h8+b7Dnj3aUbiHDpIMlYTnkcC26xrUgGy2SY5bPoHjj4lmyzuW8+dED6MVpt+yTveZGOk49uvHQo/PSrk+5of45Yn8HqVl/pdZnEnxQTMzszWqb5h5xzlzTkNU8ywz0attksicq7NiPdI5zzaZkX/mV5H+7N9Gza4LzBuIMqQF2CHWi7EYRgKL1jILVFpmiiAEhLzk6+2Uzjp0rzCqi4VtDMbLjHSFKS7YuCxR+zeY/9CvQiUpj/7iaNj7/taHZcbivf+vlFL/MVIc7nrv//gz3OzIe/+nr3z+Pyql/uCz/s5npRv/Sn5uEfmRb/G1X7ClU/lTqkeXZPMifg7QrSu61Ra3P4tf89aRH8zRaSKU2L1D1P6xYLXtRq6aJJM3d+havHOogPX7RkIvvXPgLMOD10huPS8XfzEXiCN0Nl5pJqnQLp9se/7eNqEZNNcmKdP0Y8yOXuD24cdwX/+/6V75ZZxsB/Lpvei+m9kW7kgWRVKfh6LlSFaPdnDJ5vJp+KutZV7iLLZtcd2AsxadSWaIbTpMkcX/91UdnxeAIRSZpMjkOXJSlOnlb3bWsT25QJ8tMUUWi5GxDh1O3xDoyZvL+Fz67Yr+9a+g//lXUH1Devcl6W66Gq0T1tdfZVrbaGA46h+SsFk0g+dwYlh3jq9ftLx0kNMnE7zz/Pg3hMDQOx8zaDbtEKIJxDHaOkfd26iQb0O30lhHgY4dDSiebDsersVn66WDKbNsyv58znR7ii0P0dUZut2gvaNUS3ySM5sshFIePLZkJlbDMAg5o12j2wq3OpeiUleho1yh1pdSQJyFPLglB7adH3qZ552JHiN58bOSA2My9OI6LrDGfDphrz6RGUq1wqcFc+1Q6w2HQTxJgHJ1vQzFKcOtL8R0NStF2Bp8ycYuTQ0t1fQYv7W8fE0o5ceTkCPjiKmM0xAv7byiYKAeINu7Du1aqMC2w2dlfAxqaNDNOv6NKkkhycXlQScSpjY74qGdSsz0xpMlu81cKZnt5IESrpT4p6U4sRVqK3S7QfU1rm0YHrzG/iv33uv28k9cH4bCEtZ97/3/pJT6Hc/480+UUr8T+Avh898BPDOd7t1mLP8O8AeAF5VSP3XlW3Pg7zzrL/n5WN45hqqmvLnP8rUn5Hs93XorFFlgaAa43MQNUhktcA6Q7C0wi8PQog/hjZWg0lxmAMVUIIdA+fV9J5thL5uvbVthSDmLK8QqnSxoDLoK5R2JTgIFWfK3r1pBrDrL/bZkefBDXH/ScHueschF+KiqrZySlVis4yy63eAmC+zidiACJGjb4e//rDyGjRQPP3QRDlRGk2QJ/WrL0LQkRY63LnR6LUPTkYRCo4wmLQu6lRRP1w/0VRO/NxakkX03rnx/Ls/rtiENEOO4ERLgOd/3+KHDBE2QvTiR5z6b4JI0GCgGM8Rwv6MrsfOwv33IxeQmSsH1SSIJfR7mVnzLtv0O5hjFeNMQp9D3lk07SBExuwROkJ9rcDSBpTRJRZcyalZeu6xZ5AlVn7LIDylQHGxO5RQeaMGqWcvrYYS1p9wQmXuqq2F7Ka9P3wsddn0RXQ/6tTzXqbOoJEPlhVxfgdGkgu2OSjPM0R18ksr9Jym2WKCr82jXo7pabqe02Plog9eJXJfIyV/XSzkANTIP05NSaOmza6gkwyeFbJqhAHidxOdq3TpuzsTBQQ0NebHABYq40SqIgGWwPvWO4fqLpA9/GnvxNdTtl9CNiDlVPLSF4LfFDVHg10vRpGRTVrM7vLnqaIZOIpqNuFKjR1LHmCIph5BCe3QXCkq3QXU1bnWO3a5w60vc8oz2fPme9pZ/0nJe8pc+ZOtZK+HvRVJ+/2S4zd8NX3um9W4dy58H/g8Em/vPrnx9/axxwT9fy3UDQ9PRXMobdPtkS3mjJCkyhqbDpIZ21ZKWRYR8tNFMjq6hpnsCHdke1SFvJu/wfYsu57hqjRsE+iIvJH62rmDoRFk+maLyiWwS5SEuLcTiJHQsOEuWpuRaM8sMdS7piKvOMlh5QxxNM27NMmE0aUVqW+l6nI0DSkCsT/KZYNO2Q3e12MvUlWD0kxJXHzI8fktYZ2bAN1I8rmLLtu9xVWCROYe9UlgAkiLHpGm83ci2s1ecjEd4caggP5BucOyEVF5gqzVD1ZCUBd7K/Yyw3fYv/Ldc+43/Ji5smiNddm43VGpK3QnVWClFZ62IR5XiYXYDE+Q8x/6SLdfIjOLMlvROCmqe6OghNhaam3OhH48eX1VvmedJ0Gr42Kk8naOugp2LOExvwhDYe4G6HpWfxOG5ViQc+SW6XoqVSnkNU53JPM4N+L7Ft3Wca7n1pVBfV0u6lbCVbL97jbNFSA8NkKZKMnGTSFKhxycpqlkHnVOg24YBvKoFWlOFuDC5yUKsXto1eCebtk5kY2/WAotVKyF9OBdMWweSdgX5LstJ2Q7rPHf3Uh5ueowCsznDmxTlHVpJLo4aC6oTQaJu19J5pBPpipYnqESuM1/LrI0A37rJguTyQTig7dHMb3J/2YXXQoqKUSrEXuzyhaZpcNrut6hqLYzKvoV6JbOq9SV+u8JVa+rTc+rTy2fZUp5pfYg6lvc0vA9ZW7/uO/1l7zZjWQJLpA1CKXWMDIFmSqnZL6agLzdYLt9YMjko6KqediWaj+LAkkxSsr0JOjPYbsD2A67rmd68hir3dnOU4A7rm0pEgsbIxyTFrS+wfY9hf6dIdw6dF+hyjp4fxMcyOE+qE6E/AqrfilBNaZKhIcsXlImKg9x6cNFNbnBiTqnqRgrdEAwcxzlKkqECOw2I+gS0xlWr+HPJ0R3ZMLZrdHqBaTLq04s4cyoO9+jWW3SakBRZpGYrvZtBDU1LXzWkZYGrhjjIV0bTVw3eWpK9MnaFNsy4bNOhtGyYymj61Va0GAEu89aRlhMu//Kf4+DX/GvYswdxdvH2MImhUSYII0fzxG3ITgexuznvDyiAVev40knFIpdQrLrfsb3SzDBJDW8tG5rBxQzyLNHR/LEw5qnORQcvt6uGkmPn4rznybaLNu7WQzfLOdVTejvheC8V+5fFdRrrYqBWZiRgbJ4bJvUZ6Vtfwn/1i7SXj6lPL3DdEDVYi5cSEmDY1iTTSYA1LWpP4slF8zPH1Sv0TGYvvm+l057soZIc3IBLp+hQPEbTUT8/FNLA0AvMmxXiwhCZgqGrSSdiYGoH9PoEgP3pAdthj/3cUGgv16DSOJOinBVbfy9zGbxQ6ZUbUNU5rq5I7r7M8OC18HsC1JYXmPk+LI6Fct1soDyg37vFo3UfEicVWSozNx0iwfNEMoDyRGPqS1Qn3ZPqhAzj6ypCjW5zia3WtBdrto/OaS93ZJP3sz4sM5bvZHivlPozCAvsMnx+APwJ7/0zdS3P6m78o8DoR3OCGJp9hV9EQV/OeoZ6YFWtManBWc/q7TXtqiOdpcxvzZgcH+CtozlbUhwu0Ebwa10eBgsS6RB8G06WzXbHwHIONXTY9aUIC8NAUU/3pJO59TL1/j3eXvfcnQe35bD562aN10Kv9GkhIkpAJQXKDVhVilV/X8sbchlciAcRRY6eTT6IKHFCu5QHOchjdC6KF30jG4erVgzbhr6qsU1Ht9pimxYdCoFOE9ZvPubg1edozlYUh3syP+kHVDlhaDomhwvqsyXt5ZqkyEP34QJUVtGtKpIil0K1qsj2yjiTMUVGfXJBUuTxVG6b7ikSBUMrJ1iTooaOO9OSR43oJTrnYRBX595JJ5I4L0FgYcNedY6felxFVtfoYZUnJhaGaWo4qTpSoyiSNMYOSKKk/MxEC4tojCaA4J0VrXbC/StJ/zxIJFgr5s+HanjRCKNtURgKoykTedyzTKO7LarrMNUZqpyTvvgprh0cs/mZL/PNv/JFhnrg8OMDpsiYHh+QLXberypJcZcn6P1jmZsFyx53xaPNA8oFpb2aYLYXuGyy00slKX55grNXCCnOoef7kezhlI76D9GM1LFbMpNTLiYli1zYXC6fC9mitQLz2l786sZOXWmwFre+xK4vhTEZ9GPt/TfJbtxCuzm+KHFvfoXk6A7kU9obH+fJdsAhpI3RTmdMP50kAfJqLlFVK5BXu5tVjT55bnOJ73u6i0vayzX12UqKy8nm/W43cf0Ce4U90/oOh/efHYtKuI8LpdTnnvV3Puvw/o8CPwD8Ne/955RS/yKhi/nFslxvaS4bnPV468n3MvK9nL4ZUEbRVT3JqiLdK0lLoWwOTRuFga6pZEgZTlIuUGXjmywMoX3bYI7uhBNXUPMf3MAmOevOcWuWikq/3cjmP85HRgpyKB4AmAyf5BzYNb7P4zATEL5+v3uTKq4UKyen/1F3Ms58GPodvTgIwlwn3Ud7saHf1sLpn46an4bp8QHb08tYbFwnrK++OpXCcLYMhcDg3A4KS8qCDKgenpEUOcO2Id+fx5nLeAIHIU8orQNlucE2LcpodJqIBUyaRv8wrxSdHV0SRLRog6bBqOhsH+xXPF94uJbkTaNCCqeYhfbWxSLjvOe4zKh7i9YK56QbSbWKKvwd3VhHsSRIUUrN0/G63ptdzHU4sSoFZSKznHGAnBkZYGMb1Ebs7XV1LoPkumI0AZ0cHXDt5eu89XfeoLmsmd8jMvXG69E7B0mGPb0fNUlmcYhrKnQmcBLOCUvx+l1xo15cR2/D3qBNpJzL/dlwmKojpGv3gmt7YIcpKxRgfXwPn+YM+3eZWAmj8y7lTbfA1Z4bUyWdSV8H0oqPHQlKBfeFM7rTE7LDQ1RRku7tCTyoNS78Pb5rsDc/xmUj5A2jFF75YOMvsxSJFNACd9kgFq4usWFe5Ws5VPmmirOr+mxJfXJBe7mhuWjomw9G6+3xH4qOJawH73F4r5VSB977CwCl1DXeQ37Xs/5g770/U0pppZT23v/NQDf+jpdS6r8E/i12uS5/yHv/V8L33jXH+Z3L9o7zsxrrxY57s+l47rNiM5JMEvpNR18k6EBJdF0vcM9qSaJN8MtKBRIY+p2oEKKQECcOyqI5kNOkysWDSVfnXJse4FWC2ZxKERhPbhBU+F0chEoXImp+dILqQwEZehFXXmEDqWImpIGxowoKee+s/Bt6ecyRVNDHzmOEswBMkaO0loIaBvgje26coYyEB50mEbYSaEyGzjrcvjlbsvfCLW59/tOc/fRrOOsidVlfMbBURmNMRl81dOst9UlgpXUDey/cEuhu/wbeJOAd606gwRFLB+kSRuquVuIJNss0f+krJ9yaFxLt7Hb6FCBGNfeBWgwwSQ2pGV2ixZp9dxredTcjlj+6Ghu1S+wc11VTEPldu24JkNN7HzbtkQHVbQWmcVZer64R48+25sb3f5L6bMP83lHoLuXaS/fCnCPQxt3Qw/IMvTjEjd1pUYoWaOjQ0z385WN0ORc7mGod4w380EVnBZwTtX6w4PFDL84QxR4+SXjSeI6N6Ed8cAavSTkwPQ7Dqifa0xTaB+JCFw8/Pg35UVqjF4f4t78uOih9QXZnD704pLv/BvnBcbAYCnDq7Dp2O4hJZ8i/GfNj8iAwTboN9I3QttuK4eIEX60CpV2MT/3Q0a+3tJdr+tUW23S0q5b6ookw+ftdHxYoDMB7/+fCx7/wbj8b1p8A/q5S6n8On/9W3oMn2bMWlkul1Az428CfU0qd8MGYUP7Jd7Zl32mOswfqkOi3GaS41BcNi7tzkknC+sEGk8kFNTnepzjcIz+Y060qdJpgDo7jpgyixfChmOjpPJwI7e57YZDqqhV6socv5iRnr4eupI3D1Di/qVcibhs9m5QOGSo72xZCpsn45tDzfbnN0MomMs52Ai1zfHxc6Vp812DrbZyHDE331HDYO8dQdySTDOccidEkWYEJRcEUWVQqj0Wlr+o4d9lWF2TzKUk5YXP/lPZiQ74/kyH9dBINJ/0QvJr0OjD2GpavnfD4H5+SlSmv/LrPMrtzhHvxn4s+Z7qvcUzETd/t4qElz3xnuw7wxYcbvuv6LMBbmtSr6NS7yEW8B1IomsHRBiPI8b6ykV0UrzspWuOpOAndTKpVDH+LLK9IygiMr9CZKjdEXRLW7hhh4Xa718tG/zVvLcnxXfKDIz7xqV/C6Y//FUyahBmWI5mG7BBt6DdV7Aj90MPovDB0QBk1Lj4ajDp5HYqpQGcBviUUNrmmtWSWaINfX8iscLLH0bUptA3uG1/E1RXZi5+irB6juw394YvSjRklcFlbi19ZmKkA0FWhIy/QWpN/7w+jy/+H7uHbuIsT9OKQySe/l+6bXyL/5PfLw7rxCuvWSiplIl3jyN6bpZqp8ejtObpZCmml2TAsz8T6plqJCS3SLY/X7VB3dOuKdlUz1APeerrqynvufSwPdMMHZSb8i2t57/9sCCb7YYT5/5veS+jXsxaWXw80iPHkvwEs+BY5yR/Q+o5ynBVw786cvhkY6oFsltJcNGRlyoSCvbtzlm+s0JlhajQmnNS1MehJecU7TE6K0e5l7FogajGU1uLcO3px1Sux1Ugy1MUDSDLBu0ecWWnh468vgwWHdBQ+QGze3v08UQAAIABJREFUOXwrVjSqKCNMgjZ4k+EugovCVTy9a+TxjpBD6FyG1TLOMYamxTZdKC7CyuqrFmUUTDLSaRHhqrScMDQt2mjIkh2U1YPO5LmwtovMLu8c6XSCc9LllDevoef7QoVttsJMygqyvZKhagKDzPMD/+mvQWlNc7Zk8t0/SJfNSJt19MQXxb3CsosABukwWutpBh8D0FKjuDZJKYI9i/U+FoveqZgdkhlNOlERopokO++puPkH9t5IOacX1+ixKIgy3L/j54enioW3Vvhko1A0uh+ErvWdztAgg+skhfl13O0jypv/gOzGLc6/8FPoLKG73JAF/ZXrhkiU0G0t1w7gLk5w27XoqIJo1q1Hd4NMNFdaZidjNg9aC2zE044Nen6Amx7Q6JzpcIZ+7rtIbIc9f4RannH28q9g4QYSnaHrC9GgwI4gMLowA16L6zZJLnDw538T5Vv/iPYr/1CKGUIy0ZMSNz/mLXVAvbU4PK2FWSouxkYppsZj1ifCvOsqmdsELzVfrRi2u8PPOENy/bATDzuP7d0H1q3InX6ooLD3vEIh+bJS6ve91yTJZyos3vsruyt/5r38gndZ/55S6ncjDsr/YcDzninHGUAp9fuA3wdwZFKuvXKAyQxDPdCsWuonNc1Fg+0sk4OC4qBg82DD4oVjGR53QzClE32FLoudMGw0Zhw373Gmoo3gt9VKTp3AcHKf9LmpDNcnc3HzHTopWCOd1llUmopNTJLG0+OohXGbS/R0D6iovvj3mf3o78EPDapeRSyeJJWN5apxJuCbncre5KJPaas17eUmwFmWblWjjMJZBxbqJ2uyeYl3jmw+jW/G0QNMhxnIUO3ywUeti9IanaUB5tIMgRigF4eYw9vY07cxN+7h6wpTzmTYPy04+Pgt7G/7Q5xsB46nCY1RASJscPmcLi3ZbgaqzpJH00kPKOpB/MIG51m1A/PcMMuSmKOe6BBWhVCEx2jhMQZ6jPudKCsD5raJZAnYbYwjKcI3m12H2jbYkTV1xYnB98Kski7h5+oZxB6njxu6PME7SvcIUZmD41h0it/wB+BLP0F561AcDQI9fuxA+6rG9Cm6G0iC3xrIQcg3WxHLbtcBYmueOowAO0eGIJ5FG9z6Qq5TrUVXNNmD6ZFQkzPx+VK3XuLR9GPMEw0hXE51tRSWcZY4LpPi+xbcFqX28WmOKxZ0aUny0g+Sa0P1D/4GaV6Id10+4352i589rbAeXjyQrjUJXVFmNLp6gu420Kwj9OW2a3Hu3tZCme/6p5iLLlDLk3KCWckhsL5oYpjY+10fFkuXD2D9fuBPvetPXVnvJpBc860FNQrw3vu9b/G9q7f/J+Y4A/8d8EfC/f8RBNP7veG+37m+5asXMqP/FMBnbhz64mBCc1GzeVzRXDa0gQOvLhqGZqA4KLj45iXP/TJNWk4CbbYmOzrGHBwJ5pwXuxySwCpxXLHSyIqgVBbKp+8Fo3arc9SkxZf7cOMF1OPXxNa8NPiBaNIIxACikfLpnRMPLf0IVZRMXnwF980vymMPhWnMkNCTYMVxFSsPRWEM1xoH48XhXpxp6MyItU1wgx2aQZhe5QTXDaR7U+lWEJPJtJzQrQR66c+XsYMZoZh0WkT68Lj0bF8CpQ4HgSZC8Fcyc5S3Bia//T/ChqH2ZWu5NUtJQxx0l81ZtjKQH9MY1cj0UmLlYp3YpOwXSbDMd3ivhK4dbD3yVFx4Rz2QVpAZQ9KuUFUVleQ+yXYzgaHd5XSMuTLVOsYI+LbBdY0QIa4UkNHNwDsX4cPx+XunH5UyGpOm8fujGaou5+CcwJHOYctD/Od+hMmnfjnD3/zzMPTUp+eYTDRFAMO2ka75ci108UlOMj5mkMevDbqYxnycMQqB0B1H8sc4lwhdsgHs2z+LPnoVu7iJWT6CJKW//hJHQ4venscioutlfO7G94ye7+/g3r5DuwFbzPFJRms9l72jP/4+Hv/wZ/m+Yslb5jp//60lzek5syzh3qJg1Q7sF4m4S2uPbleY+gJ//lCIKaMupa6eMpb0TuZ88fPwGpg0IS1z8r2Ogxf3+dQPvAB/7Cvfakt5T8v7HXnjI76+1Z78bde76Vjm3+7777aeNcdZKfU/AH85fPqsOc5P34dWmDSherzl4vUl550N0bUye3nJetaPKkyyo9qOm6TeO0TPr0n+ZhdOymvhvoMMakfYa7RKGTYbsnIunQbgAJOmonTOwd98CX32ZtikVhHvBoL6/EoGSt9j6y3JtSP5HKE6q0RozXp+EE+9bn0Rsfl4Wg40YwA39E91GbM7R9RnojS2TYfJDMpopscLtidLZuUEnYn2ZAgD+GxPuqG+aui3zVOb5Ogcne1NGQLkNr15jenzz8PxC+KSmxQoUwkN+wBckpKnKV0yoRtcDGhKVo+wi9usrKFuLO3gqTobh+T14ChCVG8zuCtKfEiVokwT6sHhgmAS5ARZppo80eQadFehthux9+jqqD6PWSFho3Xb9Y41FTbpYbMJ86leugbrYnG5unEJW64N1+FYnENHGn5GBfhVCoHY5KTlhDRcE4PWJEd3MM7i2zUun5P+st+CrpeYr32Byy98gWRa0F5uogjVXClg3jqS0u0eQ1vvPLY6gVxJS6Ee5xOh4zZC1Ij0+kEMQzWQb8+EUjw9YFjcwrQyMFftGkwWiQjj7M87Cx//PGr5CH95Eg89EGzzlRwolq1n1VqebHv++wdwvnmA0YpZkUSvrxtlyiJoZZTtRQBar7Cr8zhLHIvKOzUpQliRjlsZjbK7w5LJDNPrE6ZH+3wQ65+ijuVH3+sNnpk+9kEvpdStKyaXvxH4Uvj/M+U4f4s7JCknlDemfO7HfpTl19/gz/zRH+dJKDA3C8PeNKU4KJjeukYym0VYI739/E5o6Jy86apVUJU3DM0F2V4ZT5n9akU629nP+0bwbFetxW8JhPWzf1MyVaq1FBfY3SYYD9pqLSfXNBFmS8iR920dM+sjQ6xrxDk4FBW3ucTVFcM2bAzh1Gz7HjcKQdOBfH/G/sdf4PxLX6O9XMfNaPHCTfqqput6+qoh2yuZHe5RHC7YPjoLm1gbfcNcZ0mKjHx/FmYywdKm6di+/jqzXx5scZRCTRcxm0VP9/Bdw2bwFImid4qZEjz+cavwAX5y72hMUx3SIXsXh/bW+2DhIfi78ypG1I5w1zQVzYjeLHdaoEHclsc5mXuKpNGJGr5ayevmbNT/CD26i4Wk39ZPFRV5vgeGusc7j9JKYMTMXNn0PTozAiMajSlykiKLRp9ZCKTzbSNGqJOSJIR3YXuSuy9zkE8YHrxGdf8J/bZGNx1p+bQnnjJ6N+wPOqZRqe8H0bj4to5w2NiFow22FrHscH6KMprsZ/8u9nO/FrM5JVk9ktlJL9DXzjSzR6WpdOinb6CWjwRKTFOZE4LolLpEco1w1L0IgG+UGe1guVaIjc+9RcG1acos1SHpU6ODL57ehgCvvsM34vo8VE10Kh6CEHecm8b5KcSwdlPkZPPiqbnL+14fIlbYe11KqT/8js8BeAZXZOAXsLAgCtDvQQr/68C/DfCd5jhn1w752O//d/F5iVea48+c82Of+jj3f/wn4wa4ebCmvmiYf/q7ZYYCZHvXsHs3xZairxlW59jlGfXDx5gsjZvL6Iaclh3txTrMZyqyw8Mdi6uQmYq88Sph1QQG16g5AGJ+iTIm6DuasFnJSdSeb8WKX2u2r7/O5NYN2SCKEPU7cv6DZco4qAcixgxEaMv1A8uvv0G+P2NytE8yyUn39tDlnO7xwwjl9FXN0HSsXntIF6ia4+YoHZ4m359RHC5w/YBJE7yR7+//8K/lzOfsZTn+4DnM+jFKCfXYJwUKYV111rOXGehbvNKUIfJWFPECfeXGsGwGjso0JjcWRuYsGmGBjfTeLMBdI4vLbM9RWxm6q7aKBcUF6HG04vHORWKG7ztstQkkA9l0u0BRHdl0Q1WLa0OYZ6kxXth6+mag3wR9z0ROxn0zwjGy8ehMLIVMqtGmwhQp3aoi35/TrbdkQVyarM5QRSn/AnQ2iv3UpGT/1ec4/5k3WL95SnlzH52lYlu0bZ7KGknKAjMpdwmK2sRslzjvcTa6c4NAbGMcgqvWcd6kq3M53FQXDGePpGvXRggs1qKWZ+IA0FaQ5uIUfm0e4oHXaG2E+ecdH1ssqAdPmeioPUqNhKXlibgTlNqi16diB7M8EeZXgCbbh/dlhni5pltt46wUwAd92tXukDpYwkwLuXb355EM8X7Xhyno6ztYV+fqBRKd8sz44S9YYfHe/65v8733nuOsjeTEOyeC3+svUN/5Pu4d3WF48Br95SXprCR7+bOCA5sgytu/jctKzOpRPMnYakNxuGDz1mNsgD5sOOmokJ5o+x7b9yTTSqjKTYWf76OGLp7W/NALY6daS+fBjm3G0O+sYcIbxaSpeHaVRYRkJjeOdqfO7Qo1249CzasnZ2V0hGueWtZhwsvsrYPx1282+JVsKmNR6SsZQl9lkUFwOM6SMLQX+EVpmVPZviebl3zz+veR9E7yZrTBZ5LBTm/xSYorFjgv2gcA3azE2DBky49LIoc9vZPUwlG/YrQi0TtNQ5FI5nyWiuIba1HNVgbKvXz07RZ7xeZG/nApKm59gWu2kZpqO4G7uvU2dntDVeOswza9FIK1EEGSIkGj6aouFhZvPcoobOeeorSaVK4XDUIquRDBrkkNkwP5mbQUzcewbSj6AVOs5bkeyR8BXuvPnuD6gfLmNS6//kigzLvXsf2ADk4G4xxMJ+lTRUXiDZoItY6EEu/sjk3VDWhjcN1A/Y2vsXf7/6J/6QcFjqrOBH4K2pnx9pGMMJIBQjGyTx7I/CiQYMTBeCCzA5lJxBfMKAYrxpWL3GBcD7ZBVyvM5gnDY4mstmdy+GnOlvEa71dbnHP4RmaM43s0LQs0cuAZzWaV0cG2aMH0e38Id+eTwH/+HjaXb70+TDqW97q893/i6udKqT+OoEnPtH4hO5YPdHmIA+3Run6wnv99/oP86PMFSddgbr2EK+YMkwWvtRmb1lG2mmsKDpD5ydhmd+tKMPVwsY4bdn16GS9eUUe7YG+u8c0We8VWhSTD1RXdxSX+yTk60HhHi/r8YE4yLXYwS1fLBt5I8JbKix2dOMkCTOMirDZuJE8N0I2WYhg6LBDtyqhTuTpojsaSVwSVo2ZlhBfGYmKKHJMmcSNOyoJkNsPWW/rf+J/g6oFUawY0qfeSrX6VXmsSUi1vxqTbCP20q9grD9kOQi8d7TEyo1nkaUyQ7EMey0EhivfUD3gUxg+othX9RBCfXjVWlM3ORSfqMa424vTdbvDbrbcRXhm/ZvuBdtXSb2Q2pQPjUJwd8lhUhnp8PhVaK7pGYgWm16e4zuKsp121UnA2OxPPoRmwvaXY78hHmxvrSIqMtJxg+gGT52J8Cpgio1uL7urwE3c5/+oDhqrGpAlJWZAGux25XtL42vsISwnMp0sDpNGdYVwjhJqWE5Ky4Pz//Mss1pfYz/4qbHmIKc/w979Bd3pCfutOPCwBcX4IxJmN+Oxl0m1oeQzJrBKB8LTmMFgceZ3Q+Qn5k28Ks/LyEcPFKfbihO2bb1GfXkbyyOjzd7U7c9ahw7XsrUVnqQT9dcPOhLbISGYzlDHSCX1Ay39EC8u3WFPgxWf94Y9MYVGj+R0wurjOZsd8+njGX7/4Jfz1r57y1Z9eY3TLJ251vHhU8tLBlDt7E/Z9hX7yOsPFKb6u5A1mdxuwKTJUsCNRWjZuZx2Tw0XI0a5gUsqGNeZrrC+e2vjXbz7GOYfrenSWYtKE5mwVEi2n6DSha7axa9JpInTMTP65zeUVAZyLJ8yRJuyti+LGpMiiL9cIt4w2NiMzyfZ9OO25cDpvonWLDX+ndw6TPX2J2H4QWGy+jzm8yaOP/wjddhABW8jiiDk0SQG5wxUL+T8jfZhob9NYz7pzPNx0UeBYJJqDiaEIcNfY5Ril0HjpSodWbD3GgtJWUZxozx7FYjLOEyLsVVf0mwrXDTSX6yhG7LcNLsya+qqVTb9zdJUMgruqF7p25+ibAZNWmMzgrQ8JpT3JJMFbj8kMk4OCtEhQZUpX9WijaFYttndRZ1VfNHSbjvltKwVlkkUH6SGkoCaTgSwUFqUN2bzE9QOHn/sEfVVHkkCxP4/XjbdOurFmS7/aynXR765lqhWqFSHt2Ona4ERhikyKq7VkeyX1l7/I9if+Bke/+kfhxguYozuUd16SmWJw1B5ZZ2PyJSBRE2ak7oci1za41bmo8atAcc4mMLSYai3Muysdka+reK3XZ8unYEjb2Qj1ws7qxxQpuunoV5U4OwAmS0SvVs7pvvnTZK/uKN/vZ3kP7iNaWJRS/5gdG9cAR7wH7eJHprB4N+AvT1CTEj20+L4hUZpbs0PyZMqN2R3WrTCOZlnCLNMcTxOy5gKzOtmxrEKGiQSBzeTEHuCBZJIx1B3t5Yb5PbGLMUWGLueCiU9K/PIMX1c0Z0uGbRO7Bxda+avQVVJkZEAd4K/xxCmOwhPUVNjcPiRZqqLEX55cOb310Y14XGMhM2mCSRPKm4d06yp+b5wh2KZjqEUfcTVTZRRMaqNRoVOxTctQ1ei5nFCzOx+TudHdj1P3HqNhEjJPpoqdFsSk0mlpDSFPRSslrgN2EEt3JXTh3npMIhAXwDykE+ZGkSh2ivbxcY5dSrDOUd5FE8IROvFtvdMjWcuwWsWOxAX4aHQmkGtIYC/vxG+uuWgECusdrrMoo2LBsZ0lm6Xke2J3kkzkrWQ7G+csaZlHKKZdtaRFErqb3dvOO099IRTxMkviTCe6TGdppJOP11synWAOjrn9I/8S7Vuv4bqB/Pq1p1hsV6+LsRMBSK0jv7bAdU1kVCVFjslS0nLyFMtKmGYF5c1DLn7ir1LeFmKBuvU8anaIHsPb8sBadCLyHdEDDygdLIiGXrKNQvqpSlKUDmaRTRW/Px7Ihqph+frDQKCp6Sspytoo6IUFCtKtDM2AyYyYz/YDbpTqWEeSio2Tsxa7PBOjS/dBqeV9DDj7CK6rcfQD8Nh7/8wCoI9MYWEY5MINpx1zcIxuluRDyy2TcnM2xV0r6YO5nRka9OZMaKhDI1TGrolvxsnhgqTcKdNBTCsTELrtvJR5yOFN+V2LQ2HctA3u7BHamGj82F4IrOadODAro0iKhLQsRO0exIY6TbBWRIimyMR1tm3E2jzkxXtrSWYzhs0Gk6aio7gCe42uwaNvl+373Sk2zA6Ap07FymiyvSnOOqr7pySTLHYs3aoKLKeEflsLo+7oDur6Hf7X5XVeuuaZGE3dB68uNEonEi87LqXxJoPB01nHBCAtJJrYeWappg+hXWUQNgKxEOl2JbYlwd3ZmyTa5uAGdFfj1ucS6HRxEgKyhBLu+oFsMac9XzI0LWk5kU7MZE8JD4eqpj7bRFjLWU8ySbCdlZA4wHY/d1AbZy5GozONNprZcSkxDaPLc5qQFvI65S6nXUpHlJUZXSVZQa6z9FUjfm6hGF1dZnH4lM0QzuLWF5Tf83mGx2/K1zebSLEdoU0AWw3RkVpnCW7oQ7RB6FZG65wAwek0iXCtzgrMvCA9OEAVwlC0F6eorEDPr0E2gb7eaX/kydsZaOYTGfIPvRBYxthqZxguTqUAbnfmmGPRrx6dobVGpQlDVZNMUuBp5p0yCo3GZKEzMirCty507Nl8ijZCsVeJJJ0OJ/efeVv5tsuD/YgO7733b7yf2390Cou3+K1sQPpAugnd1dikENfVt7+MmZRk2SQ4t8pJ1/ctdnkmjJlqTbeqWHz6k9ItjFYdXYMuKpJqEzNGdJYw/dW/i4vyDoPzXO9O4bX/l+7Nr3H51bdozpZsz6qAybs44PXWM70+IZlIlvzk6IBsbxo0JmLvkpYTsbqYzlGLQ7G/mJTiS1YKddcModsIc5Pd07Azg4QdBXmME+5XW3SWCFmgyOnWW9JpAVcKU3FtETUCJkuoTtbiFF11vPDv/0Gq29/N33pjxQsHOc77YKcCeThFKjeAkcwYbzLJyCgW8ng8EkjVLCErsU4ooYXRZJncfjQ39N4L9OWdGA72wWJFaaGHtxVufUG/PMNenEYyxFA1cRivsyQmZiqjsV0fh+Gj2eY4T0rLjLTM4sbUXDR0QFZmT3UuQz2QTBKSYizeLnYpWSnZP5OjA7aPztBZQnG4IN0bKLqe9nJDvpfLfW86sjIjmSTooC/KA2PpapqnMkYiHNoaPSkxh/dwdYU5vAU3X+Tte79cYgG06HdePshJNyd4k2CqM6jErt53Df2bX6V+4w05wQfWW7ZXMjStRCBM5Hma3DjC1tuo10LvmGSqKBkevo46vY8feukCtAmU+5U4AFgrVi0XJ0GPleG2K9zyLBbHUVSJs7HYeeuiAadzjiHMOn2Yo9hQgEZWns4MxeE8EDAGgb3ShPLWIcm0wGSpRGdb0ZG5ixMh73wQWw6Rq/DP1jvWR6iwhI9JthsqugGzeiSnrHBSUkl6RRncygm3WmGXZ9h6y/z7fkD8m65ixs7B8gxbbZi8+ApffOXXs2wGbvmcI+e5ljrM+RP69UX0xUrKCddvHkao6fSnXqffdKSzDNeF0+v+nGxvSr4/Z6iamL+R37pDevt53PXn0ZtTUfhbiwYhB/Ri73+1eHyrU+5TWotuCANqYX8dfuoFlt+Qk5vWu6F+vj9nfu8GzdmSpBRBnkkrisMFL/3RP8xX/BFf+JkzZpmJYVrWe8oRQsNH92acFYZWW9HMb4bY4fCAdCLBVCQSBZwQ3YkVBPNHhxo3khAc5eu1uCGEaF+3vhTH3/A8jF2WHenQ1pEUuTjrGoE1QbpP79wuNXM+JZuHGU1ghMn85Eq+ulHxa1eLeVok8dSc7+Uk5URC1AKTrq/qaP6p04RiP6HYn7A92dBVPVmZMj0sSfdK6RyD1ZDSmnRWxk5hzDLxXUNyXQwtbD7nHkueOxwptB7vLS6fYVYPJZq3rbGB+muXUuyMzqJ1T7eqIjOtr2qBxiZT0uPb2IuT8HrtPPVUVqAOjsQCJy92tkVKo9oGnwQCSxqs/IceZ9fRC0+NRquBmTdeqyOxZUwmFSftDtdZbG/jazEakiZFRrpXxte539boNCXfn5HNy4g4jKr88aChPigdC3yUobD3tT46hQUCt34XwuVNBqmBeoW+/ZKcnL0T6/KhE9FV2+C2ctGXv/TXSBdjMik+xqDsQ9S1W/y1xefZ3rLkiSFtBqapwXnP46qnygzPHb2MLg9Z3HuV8vQ+bnlG8/ZbXH7jPsvXHuE6S3FQkJY5JkvI5mW0+TDlDJPnDNuabDEnff4TtC/8APmTr4n9eDqBy8fyZtyKiM+27VPsLoAxQGs8ke8Ek1JU2os1fdXinWdz/zRuXuNJuVttOfiu5wHo33yMzhLu/JbfzFfv/gr+7Jce8vAnN9w9sGSJ5sVrU7FeMUaG7k78uBwKcyUuwCcFLp3S2Z15pHIDqtviJvvMEsNFI95go+u80SpQT3uBu+wg2TS2l5lN2+zmDomkF9qmE7Hnert7HsbMF2tJCpmFjPOkcaBtuz4+R8XhnmTLBFFoeQfmVRPp1301Wq7PsJ2NGpXyxpR21VEcFOw9f0sgNmBYdZhMyAE6FbgsCRs4ELtBbRT5/py9F26Rzqd0l5to+zIKZFVWyKwqEe2IXV9ibr+Mqc6wezdiPklMHR09wQCVT1BdA+tLsQjSXYS6IDhg9wPF/lygQiuJkiZJSe++TP/210luvSBD9zD305NSKOVdJdT9bAJDH+MkgGg0OVKTXdPvKMpDh54fiOnl+oJhtcJZK1BuNcRwurGo2G43Fxn/lxQwf+6Y9lI0SJOjAw4+/Srd2Rl9VVPs345CZ28dQ92SmXJH+X+/6yM8vH+/66NTWJRCZQXm9su4NJeNSGk5YSWpCPJ0EnB5SeBrvv5lshu3yD7zQ7jJAmc7lBtw2QzVb3HzG/xvl4fkGxOytUMImPdse0trHbPMUCSatxqDMdfh2nWK4+/hcLhg/vzXmX7iEd5aYXUFq/tRUe+rldA/J2IG2Z+eU/6K38D2xifI2xV2doSuzlB9K1Tm5Rnd2RnZ4SFuI3DBeBIfN9NxmdGROAynXdcHlpfBdpbmbE1+ULI9WXLnh+5F0Zi5cQ979pAbv+E387/oT/PTj9b8rb/3j0gSzXc/JxDCnb0CHYbxRouAUYWsDGMl8VK1FT7J0fUFm4OXuKglvKlMpRNUfQ3Tg8ACk4pigtAx9WGD7LbhvtbRFNJV6xgPMP4b1dQm0EyHbfOUnsf1Q4REAJL9a9j1JbbpSMtJ0AqlccAPo7ZoEww2K2zTR2pxUiSYVJPOJExuenRAe7mmXdWsXn8YBKR9eH2aHc0bcH1POp2E16al2J/g+oHJ8b54xDVb0lEvlWQS2QA7Q8ymip5w/vIxerYvcQ0mDMX7Vvy7gvLeD70YNjZb+RgKjslSKaz98BTzT2nRwYwzNgWk914VLZYxOwq8NhINkc/kPRZC6fzQixdetRLd1RhCBjHuQZfzKHgEsQnSWULKJMJh44xEGYWtgkFqnGWJ793Nz386iniPPv85CeOrK6qHZ0yPD8TcE/DrS3SaMHnxFczhLdzmg8q89/800Y3f0/rIFBaVT0nvvYqdHsiFH9IZsT3u2vNcDJpJosOpGdxdWH7XrxVPokSRBcLDgxr+5usXnFU5B5OK1GjawcXkQesJcbVSaNpBsW7trujgWbaWx8xg8T00peNji5x5pklti7adWH+3Faqr6B+8Lqe37/1XePL9My6UYtY70nxOcvGmnEKrC9z6Al+tBP+vn6bLjjRRHd6g47Dedn0UzJVlIRBH2FwPvut5slc/h967Bt7R/sw/ZP9f/t38pQeGr7RrZpcJRtcYrfj+lw6ZZIa7BxNmWcL1aco8S8S6XosKfiwOMlN6c4CrAAAgAElEQVSp8MVcBKhJxlvrnnU7sF+krDqHSwumB/cEOgl58DKol2E9XlhgyvYSO9u32LBJjjqU0WPt6rKheCqtYxCXNkZiqEdabBD05beeJ6129iSSSaLj/Ez3ScTmtdF0vQ2nZ0d30WB7R1b1bJ/sOqS0zMkP5thGukmTJZEuKzCcPKoRhhtfp2Qypbx3h+TmPbrXfwZdTCPMpCYluihlDjj0cXOOm2bfotIc1df4eiW4f9tElwfJfpfO3Du7g02dJtsrIwQGRLKB6wbSgwO5nusq5OpoIaf0XTRC9SYTd+quFjfjoUNNF+jFDfyDr5HcfVmgwLe/EWdEItp0cphqdfh6I7ZGiY3Xa1pOpItebymqJtrXdOstx9//mWjOmZYT5p/8NCqf4KoV5vAWh//B70VvL9CXD8aLgLSYkr7wKRFuzj7IGcs/Kyzfan1kCovXhmH/Lr6YC3ZvEnw6xSc5F61j2Vq+WTe8flHz2vmWLNFkiabuLJtmYN0MdFaSC+dFQpZousGxmKaSea5Aa9lIx6KSB1sKGzqYd+Zf99az6QZev6xZNgPOe145LHnp4CZZoVm2lgfqVVKtWNQJR1PDYS6BV8nD1xkOn8ecvync/rDRZPN9+iePw0A6eypPBYjwlrWdWHMYE52c5x+7jV4ckr36vQzX7jFkJbqvpbM4fpW/er+ntz3PHch9HUxScolxjH/zNDVkiaLpXYzsTbUo5E2gBbtigdcG3W35cpWxbHq0UlSdpUjEmuW0ttyeSQywxP0SP3ql40wF5yQADUTgF7yuvHOij3AWGKLYcWTEjc9JUhZkL35ahLNh0GwvTmSDW4cusrPxJG6cQ5kmwohD0wYvMIlicJ2LjK6RatyuWvI9EZD2qyrCcPZKfsrPuV4Drdx1FtV0ZC9/FjVdyCYeTvgqK0hu3JPOLEQSq6yQaGzn8DdeEm+5rpLkUdPJBo9oXkaDyOHynGRvIQW0H9AkIsx1TmKNnaXfVPRVLc/ZdBI0JoV0FQG+cptLkmCFFKHitgKlcfu38d/4h/iT+zJbmx9I14I4HqtJyfDgNXElHjohxyQZsI0djZ7vw/KMYStd+Oy5mzFC2TVb0hviTeu2onmZHF0je/mz8nw6iymm6Ot3YRlYX85KF5cVpC98ShCL5z7xHneWb7M82Hc6XfyzBXyECguAz6ZywbsBn07pTM6blz2ZUZzXPV8+2fBgKcyhurPxXzs46t5inWfT9JxXiqN5wfFejgmBUtPUxGz0sagUiY6n9t45nBe/KxCIyAV35VmWkBtN3VtONi0nm5Y80SEGVz4ucsO1iUE3K7bJjOzWp0k3J8Jo00YghMNbDCdvMwR4RWlNMpHNTWeJ2HgE4RpItoqaGVS5R3rredT1u/gkY73/PEYaA1xSStyv09woFbdmOZtuwHrPPGTJj4FZNgQbdUOYlSgpBib4dVkPnU/BwtBbHlWGLzxcMssS5pmhCN3CWMBPtwO50Sz+P/bePNiy7Crv/O29z3Snd9+Yma8ya66SSlUaSiUJhIRlt8DMBkzQNg5HGLmJdmNjN+12dwAB4TB2ENFuAhxB0G43Hc3QbRqEoRtjGjMYZDAGgQSoQEJSDaoxK7My38s33PFMe/cfa+9zz3v5sgYqK7NI3RWRkffde+69++x7zl57rfWt70u1pL+CsmI+Ej3zwksxV0cjk0Y9E5GGNh7IoIwm6mVo37Cnhxsk9zzkFxiZJ1fMBFmXzwUGWxYNqKOJiGoRiwqOKj/MGymGalYR9xLoiXMI6bBAhgg0zajp2qBJQTZd4qEHyfc3pWs9UdK84+2o8WWB5E4OMcMN1Po2NhvA5ClUFBM/8G7qzbulZyvtQ13Izjyf4PIptiwakbXALlDtXiS990FUlFAf7JL2Vhqql0CIWu7uyPUSrqXBqjBqex473emh/G+nohiX9LC9dczhRWw2QE/3cU99At1fZf60SClFxRwi6fFy+dzLea+ge743q02G6Z1VYJRIts9Jkd+Ic1RaE912t7xvJpIT2Rd9jejdh3s/6OXkE5TrgK0W98HWWWxXBMxUMZW60HWyZcRyst0yjsWZGBd3pHgcdyh0wmEuN/P+vOLx3SmHeUVtHaN55UkPpa8iOJROErHeTxmkEcNuzOlBykoWM0hMk+pKI9llS41BFlgJGjTWuQb1VFqLVsK0W9aO9U5CNzbNIh1rRScSHe9YQ4eSnVnN/jxjmFpWM8Vhtkn/tiHR7tOoqSB6XDEnXRfoLlEsDWll6XVkZGEza6eI/I2puwP02mnm22+ltJKme/7ylFFec/sw475E6FVsMuTOYUJRO9Y6xp+DayIJjcLVgJboJUj51s4xLiyllUbHqpbjP/zoCzy/JwXicz4C6mcRZway6N6/0eWu1ZTawqxyjJ1mJYlFBlj7FFLShbpAqVWRLkgyWTirAh0Yn60gx7Q2JHcNGqYCtb6N05Fo6fjufJz1hWRPFR+iCf9ZzQ43UOcUAmGtZtKA1zvVo5pXxL0YWyycivQCmabBNeplaKMZn79Mtj5kfuWguU7LSU7cS5sekzPvfSuX/vK3s9KJ0ZNd9Kk70NrgTETdFxkFvXUn6o63U3m6eolQcrnesyEuHfi61RR9eNkLfPm6xPZdwqawd1lgv0mGPdylHu0TrW3J9XTnfZ5Re95IORDFmMEq+s6HUIeXRf00FqdSD8/g4g4qH1GvbKOLGTzwfvTlJ8ne+l7YOAsmOUK1Y8f7Io+sNdXFZ8FazNqWjMmTZQZyTJX69FzaIwqyzsWcevci5s3vIQryEyZplDybPq+y8DWlSSPERpKhp3sSCVtpzL0ua45zy+L9NeyWcSwKpNkx7jAjZm9acZDXGK14an/G7rTgYFoy8+iS2romSgEYdhP6acQgi0QbIpWpqWpL7Yx3ErLgGo3fsYtuus8WsTerWOsIfNY5mJQ10xL2ZnkjYCXMvIass2gE7Ng5mJhhqrk4Lrkwzrl9mHLHSoLe3/E7eY3OuuisKzdeEPkKOjHFXDrz55PmJtPDbfTKOsWZt3BYSPE8M4rHd6fMK4mwXjAxtw9T7v7Tf0f3Te9lN9mg8EzDzkkxXXRtHJGB2iqJOLSiaME/S6v45ccv8/iLYy7sz9g7mDM5zMm6Cc9fmXLnZo9kLKnHYTfm2QPNtKy5ezUjAH7ySjjB+smAOJUmVpEFnqM6Q5St0HvnBXI7m0gqTBvJ0a+sCzKprkWxMMpEcdCLtTiTCFy5mPm6w6EsPMGhhOvIGM9csCj2dzc79LcHaKPpnd0SgbjDqe8FSkhWekJzk0QCKTaaalaQrXvKnzjGInQxtrbkhzNMYrjthz/Mo5enbFnQxRTb30KPLwv9jZe0Vs5K1OIsqpiiy5novfvXMbFvQI3BZbC6jSrn0qfl9efrXQGQqMA5tnYKvbLhz7WW/2dy3QRUV3T6TpEVBpnjqsCsncL21rno+myaiMvdO9k+eIry1P1gaybnHiFxlTi+ci7zbSK5dvuCJCuff5L43H2S9mrJaguiM/Uy3i1mgqQjNZy1s+jhaT8eLaSjwemEFGnQJsrnDZ2MHqxhizkq6aDLKTbuNvRC18NuBNxYKfX9iCZKATwJ/G3n3L5/7buAb0HAcv+tc+5XXvcBvQK7ZRwLOC67HrOppagrVhKN0Yondqc8szdlVtQNxXVtZaE0WkmtxWi6iWHYjekkhl5s0L6mEGtFWVvGRYXRkgbrxBK1+B4txqWlE2nODRKM380XtePiuMY6xzCLuTDKOd3rsdmNMFocT2kd41nFyMT8yhO7nN+bsbWS8sj2kH5sMLN9WVTrQprhWiJUQCOP7Kqy4RHTK60ObaBavwPlLGsRTKzQpPzSn1zgge0VfvfJXb7o3g3K2vLo4Is5fKrkL9xV04k0k1IcUSiqX5nJ501Ly7mVlN9+Zo+f/J1nGO3NmBzmTUd0kkZk3ZgoMWyc7tPPIgZZTGI0gyxia5A2Dnpc1Dy5N6e2jtP9hE6s6SjNKK+91nmCURBnHaKuwswPJXKJUolAqrksQs5iTSILsI5Q8xF6fti6NFoNpPlMCttB7tlHPUDjpJq0Wiehe2qNlbu3SbZOeciv7+fwXFbF85+Tnp/QMa8nDRM2+IbTlRXy/TE6jll70yorDz7ADw++nDuf3OMtWz1WM0Mdx0TzfaxvJA0NpoCgAk3cCGbZzlCczOxAjlFazl1pOVetccRCc1Pm6N7Aq52WOC8Oh6c4aaj0tUYP1jAbZ0TWWEdQ1+h6hquKJppwcUZVySbpFIfkm/ejcVRaGC0IMPC2hLOORM4iytAPnpHxwpFUFk4oYFzcled1JFkIHUFnTfjgdCTpUecE3ekjGTebiPREPm+QZs7KfVEXc+I3vQtnEv8vZm4WgIXXajeoQfLXgO9yzlVKqX8OfBfwHUqpB4FvAh5CtKv+g1LqTa9EZuT1tlvGsVROccVTb6ylhs/szvjUpRHjeUVRWUbziq5vYusmhtRK8X5/WjLIJPW11onppxHWOrRWpEYTm1BLke+ZljXTsmZeWbZ6Cf1Ys9WN6ERCT5LXDo04lu1BQi/WdCLFlbWMQWK4PK2YFBXPHszIK0tkNOOiYqObcHYlk3pLFpEYBYXvMo87Atqf7jc9Da4qpMfBF/XN2qmGE6u+9wt5cqw4zCvu0SmTmSWvHcPUsR5VvHB5QmUdTzy2y1MXDrHW8da719noJXznP/sptt/yNh5++2kuHebkecVsVDA5zMlnJZGfQ2M0q1s9Lj1ziXJywPzgMne++wu5/NTzfM+3fxn/7hMvsNqNeffd68wK6X15/sqMcV75dCL0E+PTirAzLYm18og76SCPtIADMg8SULqP6febBjmtkB1yOfMpopkg7vyiI/oJpfRZ6AhXzEQe2s8TcHQB9OkxpaVWAzB8+GHic/fi1iRPP9ZdZpWjso6NjqF38VNkl58Xdl9r6UKTYnOziSAVh7fxRf/yMbbPrvCO21e5Z6vHu1Y73DZIGSSGxEjfjujWzGVH7Sw6H/tz8z0nxsj4gwOBhlkbZwXyC5KLbJ+X5+pytiZICASi1P3HnmN2eY/BHadZeZP0eOj+Km4sGijOynvNHW/hytr9fGZnxhdu5IzpchCtslLNmSnfG6RB+1oWzkIhja0NzD+YUh5gk8hv41NUAC7tY7VHdoYm23y8YFswkfToOCvNsQHa7KHncmEY6tE+8fZdRPe8HdtdxWYrKGc5UF2yVy20e7LdKBJK59yvtv78KPCN/vHXAT/tnMuBp5RSTwBfAPzu6z6ol7FbxrHU1jHKK952qstvPnPIYztjrowLisoe0aVOvAMIcqhbKymJEaRXGplGeCg1UjMZFxXTUvmFMGKQGgZpxHZfRKoSL0A1LUV3fVxYBqlAmwNKbF47hqlhdfcxVrbu5emJ4S7V5dJEFoI7hhlrnYiVRGjhjYKeKoXGpK4a+hmCvgbCGKuSjHr1LNPeaZ7az3lqb8avP3GZ5OnnZPHW0rg4LWrOrXf45oe3Of31389bPvhfcPHShE4/wVpH2on56B+9wItPPM3GXQ/grOOp8yP2XhwzOZTOaFsV6CjB1hFrp/vMJyVraxn/8B99CVop/tbf+wGchbsfvp9f+mMRBl3vpRit2B5m3L/eI7t7o3EYn9ubCcLOiz1ZF+ZdUGcaiepyv4gnVnRYwpzrYoqeH4oj8VxVDZOx/60baKxXP2xUDbUBu9jdBroTgRsbQUTZmmQtIz53L3b9dmxvg7lOGecioVzUjp1pxfn5OZ6q1rl3vccwjfjY+X0+d3FCNzFU1pE+rlnv13zrVz/AWkc2L93YsJJGrGbC4BxrxaQyaGWY65hMKTq69s5iDvMRZANJ/7QkAZzXWIk2zgjdTTsyaxRR6+acpb5kPY+XvL721vs58+6/jEu6jdqmPZBivh5uCDPFO7+SDz8+4h1JxdtOdaiMplfNmemEnTIm1pLCjIDcQhJLn5OLMoGNVwVOdxbjMpFEIlHSOAynDTNi0kijbN0wNwSH5EwsUSpe6thLewu0etpsFordKyRrq3Te8X7orUl/WndNvqcu6XhU4nUxB/aVc4VtKqU+3vr7R5xzP/Jn+Nb/Cviwf3wWcTTBnvfP3XS7ZRxLaR0PbXX5/x6/wqPPH7A/Kykq2+xuE+N3wB5m3EkM/TRqYLRaK8Z5RWxEXHhc1PQTQ+rzXcMsItaa1SxmvWNkgatzcGCSlJ1p5b8DVmN4Zlzz0ecOeHCrT2ktbzvVJT/9AH9wYcJDWx02O/DmjVSQWf46L2ppFkyqGWa8Kz0szjXwW2mC09AxTDfu408uTfnZ373AqRWpHe2OC65McpLINDWiCwczrhzmPHLHKqvlHg996QdJsojD3SlJJyZJI5x1DDe7RMm9pFnM2lrGaFJQlTVrp1forWSMD2bMRgVxGpHPKtZO99he7fBbT+wyzive901/tfktVrsxSWQaOPdqFjMuhNX3Hf0Zo3iVLOqSGs3n9uZY5+gnEdY5kkiRGd3o3gdLtAAhem6OHo3R8wM4uITL50LXg0Bsg7mqEEnkqgS/ADnvfEJxW3VXRKZ4OmpqDSBIM5fPPWt1H7TBxhnTuTiV/XnFvLKU1lLWliwyPHllQhYZzvRTzg07Ak9XyiPmFmjC9W7cyCjHWjEuLLOqxiIiZrWFIlKoNCLtb7GfnWKw5aSnabQj4IKVTQCqpz6JecsXYW3l02K11FxAUkk6atJ3gNQwnJXzSzKic/cxvePd5B7hF+2fx+QT9GCVavUcf5r32TElXCh4eHuFyvdxKQUTEvJKesJKKyCOwjo6kRbIuElAW0kv+iK7U3oxFl3iTExtUuaVlfvIp4h1cCohilFaUmG28s3C4ya6DD01dryP7q3Qf+9XU69sUwW4upfQsJ0hZdRhd1azN3/FJL0vY66RgXgFtuOce/e1XlRK/QfgzAkvfbdz7t/6Y74bYRr+yfC2Ewf1BrBbxrEUteW7f/lxPnd5zMxfOEliWO3G9LOYJNUMu3LTjecVlw5zDmYFRmv6acRGP2G9n7BqNGuZ7CoHqXTVD/zus59oSusapzLXKRfGJaN8zqgQoau9ecnBMGNnWrKSRjy5N2WYRpwflYzymmEWoRWeLl4+U9clTmkyY1HTA9EYD7tPv6OzaQ/b3+Lnn614/PKYYfciIIv4M7tTVjsx49xrbmgpsD/+wiGdLOLcZpdObPj5F+BbvvQ+fuwjT9Lpp7z5zlVmRcX+tGQ6s5zZlsJtUVnSNOJNbzvNaFIwn5R0+inDjS5VaTlzqkc3MU3d5NRKyvYwo5MYDqYllXXcc6rHIInYn5dsdBO2BymdWPN4HlPOCs70Yz67M2Na1jyw2WUlNU09ByQCDamw2BZSNzk4QO1fxE5GlAe7VJfPH2Ec0FlXoLFJ5mnz5w2U1dW1oJrKUtQ+5wJbtVUpvRzIHdl2LgKCyME5dF3SiQylVax1IvJKepeMUvSTiLy2zCtLXlnmRSWRYOgBMnJMaR2TomZCTaw1j18pqa2jtPJZ1jm2+ymb3QTnYJhqVnSJmo5Ea763Sp30ZceuI/RbPwAhVaY0zpYoIzUonJNdv9KQDbDZQKIHW0ladXWb/cHt7IxLnt6b+zF0OJxvMylrkp2KNDpkmEa848xArlmUJwflyIYo/Gaxf1BacThGGVQk945IUy+oeqqkLyAQX+sE6YMKpKPN9e+sROzQMGarrI/K+s2GS+uI/PQDOKS6Pa8scaQ4mNeMS8v+PCE/LBkVc/Kq5t23rbzG1YbmerlecGPn3Je+1OtKqW9GqOy/xC0QA88Dt7cOOwe8cF0G9BrtlnEsVyYFn3x2j6qwRF4YKs8rLs5KtNEYnxra6Cf0M6ml3LMlxeUV70g2uzGx0ZzqJRglaK9hauhEmmlp6asSIk2tZAf7zJWcz+xM2OzGPHcwp3aOs4OMeWUZ5RXjovYNlAJ5NkoWyqJ2EnhEktJRdYGZ7KKn+1QvPoe9710LvfZ8it26h8eqVT7+5AGf25lQW8fBtCTx2iWrnZjRvBKJ127CwbTAaMWdp/pc2J9xz1afqrY8dWXKei/hkfs2uTyac2qQMuz2uTIu+PSFQ4xWdBPDtIWc2xhmHMSG7dWMaVEzyGKGnZhuYuj4eku72XRrRSDa24OUsraspNLD0ok1w9R4OVeh2V/vxmyphNrBi5OK9Y5hWjrmteX2QYJ2NTo/RE/3sM/+KdXepYZnys4mjeJjYB6IexURCC+Wl/QNEGxJlRXSoT0Xid1q6gXN6qkoNWotSDFdNzthtPEpohlJukJmnE+l4vnNFN1YitnTsiaP7FVytbFPqwKNMzKx9AzNKwGGDFNJsyZG008kNWsdnpEzo9q4CzUfgVKCAAu7eE9d5JIOJB1xoH6j4pRGAfXwDKqc4/DNjVGGzQYc5jXjXKJ66dXSrHdiYq1Y68RsdSNmlQBT5pUlMQKs6MSaldkl0v5pHDCvRJfEOhon4hTUOJTyjAxO5syqCKII55xHHPo50mqx+1ca5coGrgxe40eLBKmLYh/9RNTZgH0zhKJuvqt2jv285tKkbHrLYqO4Y5jx6MURP/hbT12XNUd84A1BhX0F8B3AX3TOTVsv/QLwfyulfhAp3t8P/P7rPqBXYLeMYynmFS8+e0CSRkRxoEVXRLEh68UMuyJ1e2bY4fJozrvuXMMoODPIePLKhLMrGRfGOe85O6QTyY397EHOOLf89rNXyCLD3rRgs5fw5s0+q52If/0Hz5NEmi3fgZ1Fhqf3Z9wxzJiVdVOXySKhhRlmEakvRKeRxsz2MS8+Tr17gfGnPsHKB78W+66/gt57VoqT3TX+s9rg/PNz0mjM53Ym7E/Lpn4yLYS8cVrUTfR16XAuKCzvdO4/PaCTGM4fzhl2Y2rn2F7NuHOzy8G0ZDyv2FpJWe9vcukwX8ynbxoFGGSCllvvpaz6qK+TSKprtSPMBNOybuoHG91EGiuV0L4EEEPmnWztd7ihplQ7IbAc5ZbaOVLPZlA6zWD3aaqt+6SA/J6vpvq9f4fSmurwkHx/RPfMBqbXF0TcMY141elJsTqKpeEw7VLvvIDqrqC1IV07Jf0ZqXS728lIUFPWogdrPo0ULVIqyDhBE2vHTDkiLQhDaSSFuJKakfGyyrEJqTD5zYMaZugR6sSafpp4hmd53TnH3FMPNYV6W+FScXZhsbXZQAhKtUYVM0kVUeCMEbCCl+hWxRQXZ5IuU1qaBeMO9cTSiTWxEYeTV5aVbAGoCPXCWWk504+5NKnoJ5qV6YsyH0oi49Ac65zDopr0mFHCZq0AfO+X1xjFIum3RfJSFiNVF1Iz8+ep6vIo/DiKpUcGsGmPcbwKVhyYc47Swu6s4vHdCc8fzhn77MV4XvHYiyOeeWaffHa9UmE3jITyh4EU+DXvPD/qnPtW59ynlFI/A/wpkiL7tjcCIgxuIccCUOYVzjq6K33uPrfC++7f5COfvsRGP+WvvfMsm92YP3lx7NNRige3ugwSw/vODdjPa7b7AqPtxobn92dNamdrJSU2ii+4fZUf+o9P8tztq9y31W8W74NpST+LMArSyHDgkU+1g24s+u0rvrO+ZxxmsoMqJuj5iGrvEvXl80wv7TH5yR9j8y+8H4YbuDP38PFyi2cPphgFj+9I4Xm1u4hOUu+wpK9E6kYhipgVNeu9hO3VjKKydBJDrLVP7UXUzrHVSxlmEWVtOcgr1roJ86puwA3GU9g0jaCe1iZ04YfFMjWa7YE4175vJk38Drgfa7qRkoY+7ckIY4lc2qYUzU5fKyGz1NM9bG8DgMtv/SucOXyC/S/+EJv5JXq7z9Bd3cZ219DPfELqDtrgIoGVhkK0chabdKCucLPDJi9vfee5pMcKSYsVwlmlQHQ71k5RXfgc0fY96PkIlCZLB35uHGkUFlOPEHKx35lLtBEyFsYDMiIddtRyzpVv0rXIjr20jt2ZyDz3Yy0pwGLWOJJQkHcmQuSZPd1KZZvCvY09+4Rv+tTTPYEk25p65QwzYqyDz1ya0ffkk6nneevGoqxa1I5RbunGiv15zUYnQpdzrJPftRpuE+89R3xwHr1yhsNycU4KqcMExopY0dRKcItz0NDUEMEfYyuoPcTaszTj4eR4dJkLHIBRwoHuk5dy3qW1TEvHzrTglz9ziY89dQVnHTsvjIhiTZxGVGUt60P/ekkTuyNkp6+XOefue4nXvg/4vtd9EK/SbppjUUp9GHiz/3MV2HfOPayUugv4NPBZ/9pHnXPf+nKfFyWG7/zQu/j9p/d46OwK51Yy3nN2hfUsJjKaH/z1x/ner3oLD271sc41fRkHuTj4zCjevJFy+8oWs8rx5F5GrDUXxjnjomJ/VvKbu1NG3tGU1nLXRpfSL4bSQS8w2RDSr3diNrsJ65mv17gCPTmQwnNV4majRvAoWemS740FPtrpcbF7B48+tsPhvMRoxYX9+UKHwi/6AINMfkKj1AKJFGkGqTR6dhLDWkdSfLF3RuFxgDbPK0t/XjEta0rryH3zZJtdIA5NO960UgwS46MwQXIJNFg3jAKp8s2Nnuok9C2oyvcgBJqQWvozpMvaNU2R9plPUe1dRvdX2XzP11KvnmVzdhFlK+q9S0RZn3L9Tuo3fwCTj6W/pZz5tA+SIgIp3o72pbvcw2wFBbbYL6s4xsQLjq7wmh3t4876xa0qUHpGog2xibyuj8IphWp7yqY+ZhawZ2cBJ5x21jGvFgJpAQmYxELoGdsClc9ELiDUG5yT9FAYb4Ab+zSYjbvYOENXuddFGTXvrdbu4OlRzf5uRU94IxmmMZGhAQwkRsYwKy2xVmx1DbPKkRoBldRZRlLVXJnVnOpFuCgl7215h2IbnjcQpxFrOa8G0YgU9J1SgvqyLbRj+Bd6f2zVCLoRfkcftbikg4syJipjlNdN+q32AIJ+EjGaVzywvUI3MXzMOvYujTm92aWoLN/55W/m7yQpzfYAACAASURBVP/w77zkWvJqbNl5f7LdNMfinPvr4bFS6geAg9bLTzrnHn41n5fGhr1ZyfYw4/wVYeX91KUJZwYp09LyN77gDi6Mc84OMmKjOLeSUVupfdTO8fjulGEWcTCv+GtvHrJxW5/P7RfsTGVR3OrJjvxdd6/Lzt/oI3F8QGFJ+kPTTwyrWcQwNXRjTeYK35E8Q80OKZ99rFm8XFVQHE7ZfP974b3fwL6L+aPnpQnyYFryh8/scedmj9UkZlrUdBPTRBQgN/DA78ICnLqfRaykkW/oFIi0VjRRS+gXKa2lG4to13oUN86k9jnzRiPFpzJA8tWZ50oLi2InFoh15oS9mXntm/WMnLM9ln7wndNOR9KfUdfieHzDoptNsJMRdrQn1B+TXZyOKH/zZ0jf9zXou99BHaVE++eZr9wGqaf9D9QtzkrBu8xxaQ89WMUe7C4UDKNkAd32BftAB9/UZ6yMH3/eAe5KlKDIfSRwdMfaLPgmkt12u5PcWc9ZJjQ+lYVBIgixSAksPUIQUc2i2ipey7wVPiKRBsJ6cJp57ci0w4x3ZKdfFziT8MfFGjvTguee32n6s9qbjLBhGCQRSqTkGRfSpzVMY88DB7OqZlZZnwb0wApnSfIDZsmwqZXUSA9XYhSJ0Y1Im9ORkGV6EEQDI/bz1yDG8JFLQEJCgyRzSpipbdJjbhVXZjVF7Xyjscz5lVlJNzZ8wzu2+We/+Gk+8JZT3Hmqzz1nBrz/vg0e2Zai/Ye+/kG+64eOryB/NnP2DZF5esPZTU+FKUka/jXgg6/lc9Z7CW89PaB2UNa2pZ0Cg8Sw3lnsrENhtHaOlcxQW3hkewWLpHd2Co1Wln6iuW+jy5VpyagQRNd9Gz2mvvYwTCNSnw6LtW6Yf2OtSI2inwgs2djSO5VcdtPWEt/zNk+W2UE/+H5OfaDgMXOWZ56foVXOcwczZqUUw8+ty24rr6xHuUXMipp+Jjrxw24sQluROLzAGhDQbYEtQKvF7jg4CesUDkijFI3CsqBzkd8Hf35SQ5D0lzQtZtqhyxlqPkKVlTDdGgOTfaFIjxNU2sWO9/0iHXorZPG0oWmvKoWJdz4RDRFPfT85f5nBm+6leuRriT/5q2htiL7sb2Orgml3i8wVzIhRLbi2jnvEcUd6gIqp6PAc7lAfXpE+ligRQsWqaHCZKhJJaOXJKwN/ldbmyMKhnJWGy+Ak/QIZWJidj2ICJYuLE4Eqm5hRLsVlV7pmIVxJfWoLcSoAVhmMiXHagI7Iow6TUti5nQNjFmnISEOnkAhjUivGapVHd8fsTA3DNOLCeI9hGgvDQy7idBfGeXNN9BPDmX7G/rziwrhqotgLo5wz/YTHd2dSzDeK2ikqq9joRIKGSrrM4oHUxiqLUnJNRHpRSwnNkcDRKAWaCCVsOIITadRH6wU82ZkIl/SYq4TRvGZeWwHGaI1SAog4t5Ly6MUR/URS0Q+cG/LM7pSHzq6w0UvIK8vHzx9wZpDxl+7ZeC1LzcKcWzqWa9hNdyzAXwBedM493nrubqXUHwGHwPc45/7TK/0wo6Dr00NCybLoiQgEkEoFaKPv4A4Rd4umBaR3glhDN25SRtY55pVp6gshAgi7u1grEp9y6kRtvqtCED1JF9ddkzSQjnBKMzcdLk8rnrsi8NuxR2WtpBGPvThuCDMDEiv04BQedQVS2wmNnWFHut6J6SWmGVeQ/FWeOFPqAr7PR/tct9JH+I/CsbGWRSPVnpNtMhHVwjKHfCILdT5veKXsaF8W3k5PGGk9UgtfHF/oqpQUByNmuweiMXPloJFIzvdHHDx5nnO2pqxr0i/4ciJfzO9UE3CWbjVqdumxrYTpdzbCziYi4+wlB3SnJzxY1kpNBfyO2jsTr+Ue+LPwdO1KZzDaQQ02cbHnmHKuqQmoYiYRQpSh6grbXRMHYxJJ96mYcSGOpPIQahAU1biwkgILoAbrOMgrnt7Pm9TjswdXeOf2gEvjktVOxDOHczK/mdFKNUiytcxQWqkxSErW8OBWn51pST9JGRc1F8c5RivuXRP1z71ZycVRzl1rHe5dy9juRezlltUs4tKkZHuQNmCDRMt3Zcg5F8mAVAkIIaRmQ3SrFDLPvj7STueFLvyQDgWalKi8WTeNq6FmNo5XmZWOoq7Ia/m+2N+0+3NxVB95ao800pxdyXggibh/vce4qNibldQOTg3T5t4+uE59LI6lY7mWva6O5ZU0/QB/A/ip1msXgDucc7tKqXcBP6+Uesg5d3j8Q5RSfwf4OwBnzp5rCsjaw3rbReZIe3p3eR/AkQU0NH5paN0g8r6VxOu6x4aidgxSh0YWXHFSPkduJMWRBKp5rVClIIpstiK1gdQrAjrLqJJGzCuznIO8JK+tp+FXDFPpe7h7q0c/iygqy9ZKSs9T7cOCvj84k258lMo/i3RDidIuIJtjUYtqOdPAZgygPCeTqksoC4m4qjk6n4hKYTH3kca0WYxDeslOR8Kgu3WW8uJz8pxn9A1ppiBWVk3mFKMJ+d6EYlJQTEqq2SVW7xzyG//2MQ5+4lH+5j94H7s//iv8xkee4Wwn4s3vPcvpR+5icMdp4r5wd2Gl+U8lGSrrYYYbEBQYvbKhDMR3ngfqlaoUOveAJvOwYxeV6J7XdK/yRXoL2V3rqmg64dV6j7q3IZuFuMNBpZkUljoX5/GxF0acWxGetIN5RWkdZW2b3xIk0pbGS9cgCt9+esCstNy5KindQSqEqP/+M5d4fk9Svg9sDxr000ef3OWRO9caCDjIdX8wLbk0ylntxGwPMk73EtY7HZHYxjXOasMesEnBnSsZB8bLEPvrQStwKqJMBjhg4jvYw4KtWDQ5qhZNS3AqIKgvqgLqUvjDkl6DApPfxr/HxNjuGi/miiqvmZUBTSYRdWmF0HVnKumve9a6GA1P788Y+hRwNzac8insJBIWinllG6f0ms2xoAZa2hF7XR3LK2j6iYBvAN7Vek8O5P7xHyilngTeBHz8+Ps9JcKPALzt4UfcSuqb25BFM6Bwwo7btByGf3/zWbUnXAyontrf3AYpbhoHaGl8d6jmO4CmkS+kmhpa+SrHRans0myF9bT+k9JSWWmAA6GNf/xKQVk7DnLZgQW6k2G6iL4AOrHhcF42tZPMF+ODRLI4T+nBSbRqnEs7BaZd3RROG9rxNpuetQtKjbAzL/PmcaO6OBlhJ4ci9WpriVigEW4qD6fke59pHEo1F+ZfHUdeR152psVoQnE4xdYWVzumOzPe+rfex2d/5ve5b7NLtpZx29d8JXf813fxTmhkeAOxoOTgdUMR0vQ/eOSdPbyCLeZNtAIs6ikgqbEgruV1Wcyg19ILSRd1Em0aDjLbXcOmt1NEHcpa0FBawd60prI1q5mg31KjeM9tAxLvRBKjmRR1U+MQuQXpFTE6bFAU/UR6fx67MueFUcFaR6Lm5w7mzIqaOze61NbxzM6UbmLYnRS85+71JsI9mJZNTS6vLPds9bhjtcN2P+VUP6bnkYtKybW/M6sp7YArec2miYh8ZJX4tG5RW5SWPiyjBR6tFFI3AamwWN8532rwbUgjQX6bUHurCkGBBSBESCkqjcsGXM5VE+U9fygM5UHGIo00L44L1rIYo4Uc9WBSst1P0Uqu+0AfZLTPThia7MJ1MWexVfHyx30e2s1OhX0p8Bnn3PPhCaXUFnDFOVcrpe5Bmn4+93IfpBXNhW5Uq5NX0RS529eT0QrlaHoU5EVZGZyOqIwgimrrUH6344DEw0ODxXoRHcn4F68V2of4DpSKfOrJ0YkUDsVhUTMtLRfHOXkl9CBFZUk8SaO1jjmWU72kEQQ7fzinn0atKMU0xfSQ9kt970RilJcN1r7juW6dr27gnW3kTpO2sJXAQb1zcWXuSQwFxRbQVdXl89TzAluKgFU1y9FGhLdsvWAOtqWoPDovclXPC+qyamR8RbrXEfdi1u5Z5cLvfpr1+9dYu2eVO7/yC4m276K47W1cmksEOi5rDuc1KZqB0az4RtaoGMs55SMRoGrRvThdN534ctFon+5qoTCiuBGjUtpQb94Nseh52LSHi7ut98v7Ip9mNFoQT/1MRGmclppJUVvWMmEWKDxzQy8W9ODpXszevKayjm4sF0+gn9qZVXzq8lTSoLHh6b0540Kg7A/57vFYK+a1xVrHXZs9cVTWSfe80Q1MPKRK+y19+9I6OrFINWx1Y07pKUU2YJgaDxmW3ixjS6hKOn5wia+BNOZp++UW8tdW039TH+miR0ceEq2OABSwtbzfaGZRj0uTiv156UEkwn5952p25GsHSYRFsgerGdw2SJt1oH0vhvgk9Lqo6+ZZlsX7a9nNdizfxNE0GMAHgH+qlKoQjYFvdc5debkPUhzVTpeIQl47gm7yN7+qW7sqT3rnlBYn4Byxs17rQlAt1vdz1HrhZNrRSTMO53BKNT0ZtRV0lWuNY2YdVS1NcNPSUtaOfmLQKuJUP2WcV8xr2ywC46JGK0mTrHW8jKvflQUTyKhP5/nFxKiQ/mvRZLQch4x3wanU7CZrT4BoK0lZVGVTDwl8W3gSwLAo6zjClhVRJxUK9iRqNNRdbamLkqibUc+lxqKMxtSWSmvquEKXJfRomht72xu88Duf5cwX3k+0fTfV5fNEvQ36feHY60QRW52IXiBrrGao+byBGzdFYm1A174wv5gv1YpY5Di/GKUdiVqiTKCtab8Rh3K+Mc9FKRZpDrQOYiXw4cRAqpDOeGTTYqjoADZKF+SnsVwP48Ly4kRkm2u3gMyW1jEv5fcGiVatk/qL6APRiMjVDox1GKPoR4sU6WY3JjVe4kEvNltaQWo0G5lmXssie99aSmUdTnVIygmx0gJ8iDNcJegzG8USWbkKV5eLYnvcoXJho+YzAI2sdN1cY6G2Mo36WOfrl0Ck/PFAHnV4ci+nn0gj5nY/I1JQeVh25elvito1iLCQ2g0ZieA8YJGFOFL7YbEJfK22rLFc226qY3HOfeiE534O+LlX/WFq4VzalBrKdxE3O8rAoWRbi6ffSTXvCbTr3tnoKkeZGK0jtDZH6hMy5tb4UQtn4juB2010wJGbI40E+hwWEQAGeFZl6aw/fyivDdOoSdMFuLBEKAs0WqRpCsKB6BBXH01r1dWiN8JWotLYdihtBxQswGp94R2Q2kOnRxTFQueuTSO+FRBWR/ROfIHf+hSTLSrasr3VXOC89bygd3aLh/7R++FtH8TsvyASuOPL9FbOgLNekneEmknpzSW+Kz2k66qFY1FxAnEiEs9aN8ceOT+lPV1K1Oh24ByqnOLiLqVJibCoKkfnIzQQBSr3ClJbCZIppOZM0iCchNNKNiPTUpyR0YuG0CCYFmyUV02BWVgWIFa6kY2Ojab0DibU40LxfJBEZLH2CqVH06DGgy+UrbBKmh1DY2rHFTgdY9O+cNdlg+aCLdFYnxqudSy0LIhzxHlEl6OJWNSxeX1iKtH6eidloxZGkjruU1vnnZLBacMkr3mwJ3LLal5QD04zMn12ZpWk35SorhotLNfdWDcS22UtLNiF/z/0XwHNHMBi03ldzC0jlmvZzY5Yrqs5ZFcTaimyM5JdkbKV5Bh8Ax4seg5CSK6O7+qD41G62QEbKiJPMxE4m1xIg3lKi2CCMnPUKJx1DcQZFoR9zt+dsTm6k0qimHUERrzeiZsUQBy0SXzKL0RMpoXeCjeSrnJUnktjn99BHncaASrbjDm85iMVmUhRsAza8GjtC94DEWxqORGVZCI1GyWtYnibddjn431uWmc9oV7xn1PvXcZs3takV9xTf0h918ONJon+04/g5qLvbgEVJ6IfsnfZ08EvnJpKM+is4LLBkRqJwFh1wwAsEOGUykeWRb3YGIhKKEQOkUP2qTCNayK6BbW76IvUOvZNsuJ4AtFk6A0qaktRuuY31f73UwIYY+CLz7XlCHuuiRTdOD0iia39+9pgknBdTUrLWMCI9OJAJ6PIbC11ET/HRhsK0oZg0vqIK3x1Yv1vpiLALSKAJtJt9d2EAbQW3F6sOT/KsTjSflcYqqtcdIt0wv5celJmleVilWD0GXodTVdptHX0Y0OSKbJI7pFxUTcQ7LCHDA2esVbNPQY0jsi6RWr8+pnDLh3LiXbLOBZplHINQstoRRIK1bZdTFS+I9ot8sHNh7R2Wi0qieaY1sIclB2djhbFSqVROpIdmNeYqJsdlYTmAiuVZjKjwClIlQLkhtCeQ8m5kLujWZCyyMOJPcIt0seiMVujbIkqWwR+7cgspLqCI2k3q7Qcrpy/EdrzqvCIL0tbKEpFMRBLr4eXtQ1zJO/XjXNRxjTF8vZ97bw+iopiiFJp+Hv7I7hCoMTRpcepx/u4R3+d6I4340yCWZeIxQWEV5RIz4zXsldJBhtnsYPTC00SOLLwOZM06RXnpOheF5bSyqLfTIFf6QNaMDKqgV1rBXhCxUJlzErLPJf0TBpVTU8H0PTLxB5qHDthtg4Sz84p0ELeKAugakgcQ8NqbFRDphj23MGhBKi7bm9qtCyiAfoeOuG1UjidNk2rqpyi8wlRlFL2TzWNkEfWX0/F03ZaSkGphBooidMFktDfI2MVc35U+qZKyzCNWc0MPVXK/Vhb4StrbbjEARoija8ZKj67K9QzRil2pgXPHswZ+naCaVmTGs0dww6VFY62TryQJDBKNgmJvz+qY/XR12zLPpZr2i3jWICGPTjW3qF4rqhmgfHpjrCgHll4aO3WWwp9zeMAn2ya4yTkP1Kw9H87HaE8NFX7Jq84EjqLsJZLTt01/QvANS/60M0caenQbiDAoU4Ums1a/QLHEV9NdGZbKbBAm3HsXF1QWcznCylbb64MSKlFlII2DVJs0WSY+Mglbvp1ju9qVW9VJAF8U6HtrRM4oeY6pTjzTla2HwKlKLxmPXUpyordmXeeJaojUGGX9Kk7Q1zcaaJIoAFNLJ6QxT4w8gaLNfJ7eWvTwof0ZVW38/euockZpIbVFlAkpDrb9b7S19YK67VXnKQ1azx5o1/OS7ug4A8U9AGcYZ2gxprerFbvVTiV9uYq0oudvsah6nzBIBC4x7zqY1SM6UepoLta131uXYv6nuaaDRm8w6JqzndWWh9VO1Yz0yzwxgMcCp2gdNLMU1lZnHOkRjMra3amOfNKYNWx1qRG4NmrnYjNbsJWb6FWeWlccpBXQuTpGaHDJiAU6MO8l1475jjz9Gsx5xy2XKLCTrJbxrE0F711npJbY5Lu0YJiu27QXkwDtUpI5/gbStIkarEQh+OdPVKnkVTZghlY1SWukptT6oWCNEMvFtfomFO7aoEPiK3GcdRXj98ddUXHnUcTqbTP1zuCNnKncST+JllQnPioA7zjaNVKPAW9SjJ0d2XhaEIqys+fC4XwKG36QEL6KTgYpyNyp5lVFldBahJ6rqA731sAK3QkxfS406ReXNLDdlt8Y7Hn+HKWymnKupW2OeJoji4uoTYXjjspD99EhGGjojTWR5khvz+zrlGXtH6Zdw2MnQbhFD4v1sKtBjTHVzVHivbt9wSbeeJFSX1qIrOIXMLiqkKKLDg21xLOauSDnfweiaKt5Fh75uWiVpTW+pTrYg6Vh+QHxoPECCBBK+/0vOYK2rBTRlyeVnQizWpmSJBIcH9ec3laUdbCRLCaRUQGtnoJlXWN/HdspNHXIs+NCq855BuU7xhmVNaxP68bVogFaKX1GyufDjsGtnmttoxYTrZbxrFI7to1aYragfO7LNktaaw+mVUXaByQixZRRUBTHeG5Ou4QaOWaW69JMXyxm1HhvUEno4XMapPtNdau8xxzIMf5qa6ytlMJDvDI+2vad500LPp0VzHH2vpo7cNm0DtBHKmtHQ/iVJJOw/8VCtiNM669s4QjTkbXJZ26oFsKz5eZ7gFQ9zaoh7dJsT4fSc9DorG9dd+wmIBSqGKC7Qw9xYo4yURpEm2otVCatOWpT9q01k104ppj2qCLsEMXMIbFIucdaHCqWiKNUV438O/QU6SUOJW8so3yJHCEFQIkADVaCtHzyjacbou/HV2MX2BFlmGtE7OaRU3qa3E+DqwssrUDlEabdIEQbG9k8Jsq5D6IQhY20iStqC7UnNrCXMbX8rA1hen4uocmr6UuOEjhgWwiRKB6wAHrjIqKw1wcx4WRUMyI1EBANIYGX/ne0krjcBppqTHhFlH+cadbOR/5uQXcWC3Shm2E3Gu2ZSrsmnbLOBatpVAXaFlCURNoIMDH+a/Ca214pG4v4lehhhZOwcUCyWwQVu3jw0IaCuPav6/Fi3RVneP4913DrnIyx+34WOAorDagtEKtJBTY2wXvkz62LBZjDnUTOErgaGuocpSxUINS+YLvKfZRS5wdmcvFielG17zubx5hvg28Wc4IcWS08zmY7GE376JeOSNd3vORjKuupFFSRzhnMU4UBhPPmuCcF6LCs/baNu29O6KMGCDAcHXEAeIAAgIrMmC0pKtCFFPWtklrlbXz5J7SYS8Ri22RfspC3e68t84IMyTiHMbTwqfGFr0p46JupJ07kUZp59Ne4giKGl+7Y1GT87B60AuAgt+Ehe+qPdggNP0mRqFDX1NdCC+cs7i0R5EOGVWW0hfhjRK5iNUYzOFFMDHF+t1cmVVcGZcN4i3wlhktkVFeL4AMAZwQLPwOgSAV2hBq1YBfYiP1KaVAO/mM0BZglNTJrptjWcKNr2m3jGNRLEJ1WRwkka6VNCPijkUnJyHDjOT7r0o/tb8n8BzZVrNh2I0fD4eCWbsIRkKaCq4eQ9uOO4jWBdzAd0NaK4wt9GmERb597DXMtRyM0l6GKXxXm4DRGCGYDJ8fng+IsLazCNDdsMDraIHGap2rgoZ40MUdnJYO8bCwGa3oKI0ppg0CD2epB6cwgN55GuUs8+E5KuvoUEIx8folBS5b8f0TJarKybRp0H0uShlj2CutpOD89VFUjtxHYbGWBsPE1yik90I1/SYg/Sa1T6ON8pqdacFhXjGvLIdzEVLbn5bMypqiCimsxcJWW0dR1SSR8L8FIbWisqz3E/pZROYbYYPz0UaRRkI0GRZU5RfTTqxJ9CKqWGjc+AXWtaDmAVZfV1exT7so8XxnQFWBjsjjHs9NHLMywbqYFycFh/OSUXFJEFlG04l9XUULoWVqVoVmaD5venEO5iWldR6IIoAUgV/TShUuohetFB6o1kR1x9FwYQ7aaczFMTScd+2a1Gs1x8vfX5+vdss4llCMBRrIr1aLC1Ur1SweTklqLLwPFov7oibhCHoezev+GKH09otu8BhaN30gjbXqCEccChx1KscdyzWcSRNd6NZ3wtGI5Nj7mmNfytqOwn9u2+E0jsOfUzvScOEctW7VTo46mObvNsRXmwXUN0STTvo2JC2pmudt0qWonS9ma5Jknd6ZTSalZVTUTA4k5diLNZFeIY6FDiUbv4gZ70CVU23ezUVWGOWiNbJaTlgppvQ7q9RRJjUIX8uxqCO9RmHHH/LznUg3aaeyduS147CoqS0MM+kpmZa18FWt60bv/nAuxeZZWXMwLY84mvCvqGyjDDqeV+IYujFaL4gXw8JYWkGyBR0gqdmohsY+MCr3kyDbkC8cia+BuKRLla0yKW3TA1I7R13BbC5ElaNCUdYlsN9ER93YcG4lRQ8zpmXtj6sbBxPrBSlloKoBiWT6SdZEDUfrTtKvE5zJcQi+1KFO3rxZHNqJVwkOJUDww9Ua6mfXzZxbUrpcw24ZxwKLLtsQ3re7bgP237Uil7YdQY7RWvBd63HQjzjOrRUK/W0216aA7q5yHOp4NNIMovX3sRC7WeBfiZ103El1nBPf68/BHD32+PxcNYnWoqgah6LCnKAXW8jG2eiWA1owGYS6BuDrGbaJDhoEnXPUOVx0jqKSwm+oXYA0lobGwdh0sO6csFI/5+gnE86tpBS1puqsENkKPdnFeJZixruSDsz6pCam2riLQ2IqSyNeFlJitXXMKum9AOjHQinTiSUVlhlNGi3gybEO5+Qa6d+idtKPMa+5NMlJI81mN2kUHasaDvKSUV435xUW7iwSZdJhZljLDL1I+U2RqKJEWpN2/HXgLKCxSa8BHRS1ZV57sIHnp5PFWCIbIW3VGJUwr+bszWoO8pJZUTdcZMNuzDCN2ezG9BNBbR0XhAtRSEhfWe9I2inF0MgYUlkhUjFXXWoywICeOwJOaEUn8prPXkip6Ugh/7rhwtyyj+Vadss4Fucgr13r4nJXIXxCYba9cwmRy5GaTPti8VFLQIqhwRF5evlj0N6AJnMWVDvNFXo8fMQT/r5WBAO0mQCaQ07qy2jb8cX+Jeo3bQXCqz/nhO9pKqHtaGSBcrsKTtyOUpReQI59pBLQR4GiJGjAtx1IQFMFRtvjp5REitiZpvhrnWOQmob9Nux2N7vqCDvBrHK8MC6BAZgBBY5DVXFJn+HSOKc8lC9Z2x+zlokK6GY3ou8EAVXW4lQO8prdaclzBzOeujLl0mFOUVtODVLODLMjej1BmTN0zAcziiYaMQouTYqmhhKbwFStGGZxA21u88IBHOY1k1JhlG4K1c7ZxlEH0EFla0pbecewiOZD1NB2AtYt0mhGK86upNylO1dfK3CEBcIcCwkkawCxTyEeN3Ps8gtOJkRjx5+X/9wR5yKvuyY1Jg7HNQ4nHBfyD9eLK8zBkt34GnZLOZbSumNh78LRKKUa9lkp5i+OA5pCpVhYNP0x4dmQy276QBZ1FlcVR6liQuEZWkX9Y87jSH62tUC/giL+icc4Xr64f8xOOv7E6OS4Q/GvXzPlFd4fIhMP3W7SZd6MX3mUFsExq5VHYykvOBYet6MaWgV3n7WMwDlF7EJt4eqoragcxbH9anvnfKqXcKqXXIU0yuuaC+PFPLXTOLFR3LXW4fZhB+t8h72nFGk/jrUiTgxgfGFaNWqj8v9ip97uqg/TD+1FM0QXNQ8hsgAADO1JREFUiw1S6IcJI2875TBP4TO0ViQnBLXhtNtQ6WvN1XHTxxbrZuHXAJIpiFtO5Frfca3vaVLa/nPrgPpyAZknj51yTT21jQ7TrXv5uqXDlqiwa9ot41gskpZYdB8fhRvC1Q4Crm6majuidnObOKZWw5sW7jDnYlmco1TSON6puBZceJE+c4vnnAV1vBP+Gr02r6AQf1Ut5ZWkzU6ITK6KPE6IUK6iR4FFZHINxJd8uJPcvvKyA+E1BU4fdVYBpQUcSZO1CT0DHNh/9JFU2rVmqj1L7d998dzLT1uwZiEOWIxj45HXrl4kjy/CJ9m1Dnm5itnV561OXLzh6rEt/lJHINnHHc6R50447sixL5N3Ouk845dL155g4btDNKiUOJ9gR3/j65UMWzqWa9kt41gUqmFMPe44oOUojjmUo6my4w7lWITirF+9jhE1NqiwE1Jj7V6UExBhcELUcDwiOFbvCAs+LKKLq1Jar+bmfJU3cgNwsNVCl/z4Ma/kO05aVY4dd9VnH3egr/L1a6YT22M5qbbUev54V3+w9kLdXrrajuf4c+1jjy7SrWPb4z9xQT95oXw1YzvxPce8wtURzNG/JQUnj/XVV8B1sZMumeMRSPuYq1Nm13c8S8dysqlrXZR/3kwpNQI+e7PHcYJtAjs3exDHbDmmV2bLMb1yeyOO66XGdKdzbuu1fLhS6pf9d7wS23HOfcVr+b4/T3YrOZaPO+fefbPHcdzeiONajumV2XJMr9zeiON6I47p88VefTJzaUtb2tKWtrSXsKVjWdrSlra0pV1Xu5Ucy4/c7AFcw96I41qO6ZXZckyv3N6I43ojjunzwm6ZGsvSlra0pS3tjWG3UsSytKUtbWlLewPY0rEsbWlLW9rSrqvdEo5FKfUVSqnPKqWeUEp9500cx9NKqT9RSn1CKfVx/9y6UurXlFKP+//XXucx/KhS6pJS6pOt504cgxL7IT9vf6yUeuQGj+ufKKXO+/n6hFLqq1qvfZcf12eVUl/+OozndqXUR5RSn1ZKfUop9e3++Zs6Vy8xrps5V5lS6veVUo/6MX2vf/5updTv+bn6sFIq8c+n/u8n/Ot33cAx/bhS6qnWPD3sn79h1/rSkK7dP8//kL70J4F7gAR4FHjwJo3laWDz2HP/M/Cd/vF3Av/8dR7DB4BHgE++3BiArwL+PdIo/17g927wuP4J8D+ccOyD/ndMgbv972uu83i2gUf84wHwmP/emzpXLzGumzlXCuj7xzHwe34Ofgb4Jv/8vwL+rn/894B/5R9/E/Dh12GerjWmHwe+8YTjb9i1vvznbomI5QuAJ5xzn3POFcBPA193k8fUtq8DfsI//gng61/PL3PO/RZw5RWO4euA/9OJfRRYVUpt38BxXcu+Dvhp51zunHsKeAL5na/neC445/7QPx4BnwbOcpPn6iXGdS27EXPlnHNj/2fs/zngg8DP+uePz1WYw58FvkSpV8PC9prGdC27Ydf60m6NVNhZ4LnW38/z0jfi62kO+FWl1B8opf6Of+60c+4CyKIBnLoJ47rWGN4Ic/f3fWriR1tpwhs6Lp+qeSey633DzNWxccFNnCullFFKfQK4BPwaEhntO+eC9GT7e5sx+dcPgI3Xe0zOuTBP3+fn6V8opdLjYzphvEu7znYrOJaTdkI3C0P9fufcI8BXAt+mlPrATRrHK7WbPXf/K3Av8DBwAfgB//wNG5dSqg/8HPDfOecOX+rQGzUmOHFcN3WunHO1c+5h4BwSEb3lJb73poxJKfVW4LuAB4D3AOvAd9zIMS1N7FZwLM8Dt7f+Pge8cDMG4px7wf9/Cfh/kRvwxRBy+/8v3YShXWsMN3XunHMv+sXBAv87ixTODRmXUipGFu+fdM79P/7pmz5XJ43rZs9VMOfcPvAfkTrFqlIqMKS3v7cZk399yCtPg76WMX2FTyU651wO/Bg3aZ4+3+1WcCwfA+73CJUEKRb+wo0ehFKqp5QahMfAlwGf9GP5Zn/YNwP/9kaP7SXG8AvA3/KImfcCByENdCPsWI77ryLzFcb1TR5ddDdwP/D71/m7FfB/AJ92zv1g66WbOlfXGtdNnqstpdSqf9wBvhSp/XwE+EZ/2PG5CnP4jcBvOOeua3RwjTF9prUpUEjNpz1PN+1a/7yzm40euB7/EMTHY0je97tv0hjuQdA5jwKfCuNAcsu/Djzu/19/ncfxU0iqpER2ad9yrTEg6YH/xc/bnwDvvsHj+r/89/4xcuNvt47/bj+uzwJf+TqM54uRVMgfA5/w/77qZs/VS4zrZs7V24E/8t/9SeAft67530cAA/8GSP3zmf/7Cf/6PTdwTL/h5+mTwL9mgRy7Ydf68p9bUrosbWlLW9rSrq/dCqmwpS1taUtb2hvIlo5laUtb2tKWdl1t6ViWtrSlLW1p19WWjmVpS1va0pZ2XW3pWJa2tKUtbWnX1ZaOZWlLW9rSlnZdbelYPo9MKTV++aNe9Wd+rfJSBUqpr1dKPfhn+Iz/qJR696s8/rNKqa894bW7VIua/1Y3pdSHlFK3tf7+SaXUFaXUN77U+5a2tNfTlo5laa/JnHO/4Jz7n/yfX4/QuN8I+5vOudeVYUEpZV7Pz79O9iGgcSzOub/JTWCeWNrS2rZ0LJ+H5mktvl8p9UklwmR/3T//l3w08LNKqc/43a/yr32Vf+63vWDSL/rnP6SU+mGl1PuArwW+3wss3duORJRSm0qpp/3jjlLqpz0D7YeBTmtsX6aU+l2l1B8qpf6NJ2N8ufN5lxLBp98Fvq31vPHn+TH/Xf+Nf14rpf6lEoGoX1RK/VLY4SsRa/vHSqnfBv5Lfx6/rISx+j8ppR7wx20ppX7Of/bHlFLv98//RbUQmfqjQPNzjXH/j62xfW/r+Z/33/cp5Vmy/bn8eOs3+4d+zO8GftJ/X+da37W0pd1Ii17+kKXdgvYNCEvuO4BN4GNKqd/yr70TeAgh6PvPwPuVqGH+b8AHnHNPKaV+6vgHOud+Ryn1C8AvOud+FkBdW4Lj7wJT59zblVJvB/7QH78JfA/wpc65iVLqO4D/HvinL3M+Pwb8A+fcbyqlvr/1/LcgnFDvUUKf/p+VUr8KvAu4C3gbQov/aeBH///2ziDEyiqK47//ECExpRDVQgrJkIgyiciswVyILVpEREm4aqKwMmlh7lq5qCCSCquBFgNhFjIFkeQI0WhOTiWFSmII1aKFIWiZlULyb3HOw9frvTdjjTPVnB8M771zv+++ey/Dd757zvfOv+m8U7b7ckwfAqttH5a0GHiF0CF5Edhoe7ekq4BhouLvOuBx26PpFE+1G7CkFURdr1uIciPvSVrq0K3pt30sHcXnkoZyvHNtX5/nz7H9o6Q1hADY3nHWqCimjHIsM5M+YIvtM0Q1351EmfETwGe2vwdQaF3MA04C3ziEpCDqfj3yl14nzlLgJQDb+yXtT/utRChtNJ3ShcCebh1Jmg3Msb0zTW8QsgUQhUAXNuUbZhMX8z5gq6NS8BFJH7V0+3b23QvcBmxtcpINfY/lwHVN9ktydzIKvCBpM/BOYy3bsCL/vszPvTm2XcBaSfek/cq0fw1cLellYBuwo9u6FMV0Uo5lZtJNze900/szxP/I31X/+52z4dZZLW3titSJEGx64By+Qx36arQ9YXv4T0bprnH6/CVfewgxq0VtjukBltj+rcX+rKRtROHIMUnLbR/qMLZnbA+0jG0Z4bSW2P5V0ggwy/ZxSTcCdxLhvvuB/nHmURTTQuVYZia7gJUZt7+M2EF0K7V+iLhbnpefV3Y47mdCp73Bd0TYCc6WV298/yoAhTjTwrSPEaG3a7LtIkkLuk3EocXxk6S+NK1qah4GHlXomyBpgULSYDdwb+ZargCWdej7BPCtpPvyfOXFHWLHsKZxrKRF+Trf9gHbzwF7CdGpdgwD/Y0ckqS5ki4ndlXH06lcS+ziGmHCHttDwNPATdlP65oXxbRTjmVm8i5RbnwfUWZ8ve0jnQ7Ou/LHgO2Z1P6BkJtt5S3gqUxazweeJy7snxC5nAavAr0ZAltPOjXbR4mnnLZk2xidL8zNPAhsyuR98w7ideAg8IXiEeQBYgc2RJTub9g+7TAfCEf1kKSGHMLdaV8L3JyJ94PA6rQ/mQn2fTmWD9p1ansH8CawR9IBQhv+YmA7cEHOf0OuAYSM7kiGJwcJpUTy/WuVvC/+TVTZ/GJCSOq1fVKRVNgEHLa9cZrGMsI/TFg3zedSwrHd3s25/peQNEjTQxRFMdXUjqWYKA/n3fJXRLhmYJzjzyfHgEG1+YHkOfB+zudjYMP/yKlsBu6gw9NoRTEV1I6lKM4jkm4gnlRr5rTtxdMxnqKYCsqxFEVRFJNKhcKKoiiKSaUcS1EURTGplGMpiqIoJpVyLEVRFMWk8gcGhab9ZLWvFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.ugrd10m[0].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract a sub-area for e.g. the Adriatic Sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = ds.sel(lon=slice(10,25), lat=slice(30,50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x22bf8b0efc8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.msletmsl[0].plot(cmap='jet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert to dfs2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10.0, 30.0, 61, 81, 0.25, 0.25)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat = ds.lat.values\n",
    "lon = ds.lon.values\n",
    "\n",
    "\n",
    "nx = len(lon)\n",
    "ny = len(lat)\n",
    "\n",
    "x0 = lon[0]\n",
    "y0 = lat[0]\n",
    "\n",
    "\n",
    "dx = np.round((lon[-1] - lon[0]) / nx,2)\n",
    "dy = np.round((lat[-1] - lat[0]) / ny,2)\n",
    "\n",
    "x0, y0, nx, ny, dx, dy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-03-30T00:00:00.000000000\n"
     ]
    }
   ],
   "source": [
    "t = ds.time.values\n",
    "print(t[0])\n",
    "start_time = pd.to_datetime(t).to_pydatetime()[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Air Pressure"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mikeio.eum import EUMType\n",
    "EUMType.Air_Pressure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[hectopascal, millibar]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EUMType.Air_Pressure.units"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Wind Velocity"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EUMType.Wind_Velocity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[meter per sec, feet per sec, miles per hour, km per hour, knot]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "EUMType.Wind_Velocity.units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example extracts the first 10 timesteps. Note that in order to download the entire forecast, you have to handle the non-equidistant time axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "mslp = ds.msletmsl[0:10].values / 100 # conversion from Pa to hPa\n",
    "u = ds.ugrd10m[0:10].values\n",
    "v = ds.vgrd10m[0:10].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Flip data upside down"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "mslp = mslp[:,::-1,:]\n",
    "u = u[:,::-1,:]\n",
    "v = v[:,::-1,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hectopascal"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mikeio.eum import EUMUnit\n",
    "\n",
    "EUMUnit.hectopascal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from mikeio.eum import ItemInfo, EUMUnit\n",
    "\n",
    "d = []\n",
    "d.append(mslp)\n",
    "d.append(u)\n",
    "d.append(v)\n",
    "\n",
    "dfsfilename = f\"gfs_{dtstr}_{hour}.dfs2\"\n",
    "\n",
    "coordinate = ['LONG/LAT', x0, y0, 0]\n",
    "\n",
    "items = [ItemInfo(\"Mean Sea Level Pressure\", EUMType.Air_Pressure, EUMUnit.hectopascal),\n",
    "        ItemInfo(\"Wind U\", EUMType.Wind_Velocity, EUMUnit.meter_per_sec),\n",
    "        ItemInfo(\"Wind V\", EUMType.Wind_Velocity, EUMUnit.meter_per_sec)]\n",
    "\n",
    "dfs = Dfs2()\n",
    "dfs.create(filename=dfsfilename,\n",
    "           data=d,\n",
    "           start_time = start_time,\n",
    "           dt=3600,\n",
    "           items=items,\n",
    "           coordinate=coordinate, length_x=dx, length_y=dy\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![GFS in dfs2 format](../images/gfs.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean up (don't run this)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.remove(dfsfilename)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
